Examples and libraries by topic

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This page groups the example models and libraries from the Examples table and the Libraries table by topic: a method, such as Optimization or Uncertainty, or an application area, such as Health or Energy.

  • Use the outline on the right to jump to a topic, then scan the items in its table.
  • An item can appear under more than one topic.
  • Type tells you whether it is a Model or a Library, and whether it is Installed with Analytica or used in the User Guide (also installed). Other items can be downloaded from the Download file link.
  • Topics with fewer than four items are grouped under Others at the end.

AI and machine learning

Name (link to page) Type Description Topic Download file Size KB
Chess with GPT Model Play chess against a GPT model through the OpenAI API library. AI and machine learning, Games and sports Chess with GPT 97
Cross-Validation / Fitting Kernel Functions to Data Model Fits non-linear kernel functions to data and uses cross-validation to choose how many kernels to use without overfitting. AI and machine learning, Regression and curve fitting, Statistics Cross-validation example 22
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Genie Library Library Connects Analytica to the Genie Bayesian network tool. Currently documented for Lumina developers only. AI and machine learning, Bayesian methods, Statistics Genie library 45
Image recognition Model Classifies an image into 1000 categories using an 18-layer residual neural network implemented in Analytica. Described in a blog article with video. AI and machine learning resnet18
Jev library Library Lets a model ask TypeSafe's Jev model questions about text and get back probabilities. AI and machine learning, Uncertainty Jev library
Test of Jev library
17
22
Kmeans Clustering Model, Installed Applies K-means clustering to random data to group similar points, with scatter plots and the Iterate function. AI and machine learning, Graphing and visualization, Statistics, User-defined functions Installed
Learning a Decision Tree with Python Model Uses Analytica's Python integration and scikit-learn to train a decision tree classifier on the Iris data set and report its accuracy. AI and machine learning, Data import and cleaning Python Decision Tree Example 20
LLMs as optimizers - linear regression Model Explores using a large language model as an optimizer to fit a linear regression. AI and machine learning, Optimization, Regression and curve fitting LLMs as optimizers - linear regression 12
Neural Network Model Trains a 2-layer feed-forward neural network with the Analytica Optimizer on four sample data sets, then tests it on held-out examples. AI and machine learning, Optimization, Regression and curve fitting Neural-Network 48
OpenAI API library Library Functions that call OpenAI's generative AI models from your model, for tasks that are hard to program and for generating images. AI and machine learning OpenAI API lib 72
Using GPT to clean inconsistent data Model Uses a large language model through the OpenAI API library to standardize inconsistent data values. AI and machine learning, Data import and cleaning Using GPT to clean inconsistent data 139

Arrays

Name (link to page) Type Description Topic Download file Size KB
Abstracted Subset Model, Installed Shows how to use the Subset function in a way that array-abstracts over 2-D or higher arrays. Arrays Abstracted Subset 3
Airline NLP Model, Installed Examples of nonlinear programming optimization with Intelligent Arrays for an airline. Arrays, Optimization, Transportation Installed
Apportion Library Aggregates or disaggregates an array from one index to another of any size, apportioning values proportionally. Contributed by EPRI. Arrays Apportion 2
Array Examples Model, User Guide Basics of working with multidimensional arrays. Used in the User Guide chapter Arrays and Indexes. Arrays Installed
Array Function Examples Model, User Guide Demonstrates many of Analytica's built-in array functions. Used in the User Guide chapter Array functions. Arrays Array Function Examples 140
Expand Index Library, Installed A Change Index function that re-indexes an array onto another index, e.g., to combine cash flows over different time periods. Arrays, Finance and NPV Expand Index 4
Extracting Diagonal Model, Installed Extracts the diagonal of a matrix. Arrays, Mathematics and science Installed
Linked list library Library, Installed Functions for building and manipulating linked lists. Arrays Linked List Library 8
Lookup Reindexing Model, Installed Looks up values from another table by re-indexing, the Analytica equivalent of Excel's VLOOKUP. Arrays Installed
Modeling Depreciation Model Shows how to compute depreciation from a schedule of spending and a depreciation schedule over time. Arrays, Finance and NPV Fixed Amortization Schedule 2
Recumulate Library Like Cumulate, but resets to zero at selected points. Arrays Recumulate example 3
Smart MdTable library Library Like MdTable, but creates local indexes for the index columns automatically, so you don't need a global index for each. Arrays, Data import and cleaning Smart MdTable lib 17
Sorting People by Height Model, Installed Sorts an index by a table of values and builds a sorted table. Arrays Installed
Subset of Array Model, Installed Creates a subset of a larger array based on a criterion. Arrays Installed
Swapping y and x-index Model, Installed Swaps a one-dimensional array with its index, so the values become the index. Arrays Installed
Time-series re-indexing Model Maps measurements taken at irregular times onto a uniform weekly time index by interpolation, then shows other basic time-series re-indexing techniques. Arrays, Mathematics and science, Time series Time-series-reindexing 11
Transforming Dimensions by transform matrix, month to quarter Model Aggregates an array from a fine-grained index (months) to a coarser one (quarters), using Aggregate and an older transform-matrix method. Arrays Month to quarter 5
Use of MDTable Model, Installed Uses MdTable to convert relational records into multidimensional arrays. Arrays, Data import and cleaning Installed

Bayesian methods

Name (link to page) Type Description Topic Download file Size KB
2018 World Cup Soccer final Model How much of France's 4-2 World Cup win over Croatia was skill and how much was chance? Accompanies a blog article on randomness in outcomes. Bayesian methods, Games and sports, Statistics, Uncertainty World cup 6
Bayes function library Library, Installed Computes posterior probabilities with Bayes' rule from a complete discrete joint array of prior probabilities. Bayesian methods, Statistics, Uncertainty Bayes Function 4
Beta Updating Model, Installed Uses the beta distribution to update beliefs about the probability that a coin comes up heads. Bayesian methods, Statistics, Uncertainty Installed
Genie Library Library Connects Analytica to the Genie Bayesian network tool. Currently documented for Lumina developers only. AI and machine learning, Bayesian methods, Statistics Genie library 45
Gibbs Sampling in Bayesian Network Model, Installed Solves a Bayesian network by Gibbs sampling (Markov chain Monte Carlo), running several simulations at once. Bayesian methods, Statistics Installed
Logistic regression prior selection Model, Installed Fits logistic and probit regression to breast cancer data and shows how the Bayesian prior affects generalization. Bayesian methods, Health, Regression and curve fitting, Statistics Installed

Business

Name (link to page) Type Description Topic Download file Size KB
Biotech R&D Portfolio Model, Installed A multi-project R&D evaluation of a typical decision faced by a biotech company. Business, Decision analysis, Health, Optimization, Uncertainty Installed
Breakeven Analysis Model, Installed Breakeven analysis across a set of revenue levels, with fixed expenses and variable expenses as a constant fraction of revenue. Business, Cost-benefit analysis Installed
Capital Investment Model, Installed Chooses which of four projects to fund to maximize total return. Business, Finance and NPV, Optimization Installed
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Donor/Presenter Dashboard Model Forecasts how an arts organization's audience evolves over time, using a continuous-time Markov chain with immigration and emigration at every node and uncertain inputs. Business, Dynamic simulation, Markov models, Uncertainty Donor Presenter Dashboard II 112
Expected R&D Project Value Model, Installed Evaluates and compares the expected commercialization value of several proposed R&D projects. Business, Decision analysis, Finance and NPV, Uncertainty Installed
Grant Exclusion Model Model Tests a hypothesis about the attributes of the marginal rejected applicant of a grant program, to help decide whether to fiscally sponsor another organization's grant applications. Business, Statistics, Uncertainty Grant exclusion 12
Items within Budget function Model A function that selects the highest-priority items whose cumulative cost fits within a fixed budget. Business, Optimization, User-defined functions Items within budget 3
Labor production allocation Model, Installed A linear program that decides which products to make and how to allocate workers by skill. Business, Manufacturing and supply chain, Optimization Installed
LEV R&D Strategy Model, Installed R&D investment strategy across powerplant choices for a low-emissions vehicle. Business, Decision analysis, Transportation, Uncertainty Installed
Leveling Model, Installed Levels staff effort over time according to available staff, computing work done and idle time. Business, Dynamic simulation Installed
Market Model Model, Installed Explores pricing and advertising budget decisions for a new product, using forms for user inputs and outputs. Business, Decision analysis, User interface Installed
Plan_Schedule_ Control Model, Installed Calculates the critical path, timing and costs for completing a project from its activity paths. Business Installed
Portfolio optimization with dependencies Model Selects projects to maximize value subject to group budgets and dependencies, where a project can only be done if its enabling projects are. Business, Decision analysis, Optimization PortfolioOptimizationwithDependencies 379
Project Planner Model Evaluates R&D projects with uncertain costs and revenues, compares them by expected NPV and soft attributes (strategic fit, staff development, goodwill), and selects the best portfolio within a budget. Business, Decision analysis, Finance and NPV, Optimization, Uncertainty Project Priorities 5 0
Project priorities 2007 4.0
33
30
Project Portfolio Planner Model, Installed Evaluates and prioritizes projects by estimated NPV or a multi-attribute score (strategic fit, staff development, goodwill, net revenue). Business, Decision analysis, Finance and NPV, Optimization Installed
Sales Effectiveness Model, Installed Effects of unit price on sales force and production capacity, turning low-medium-high estimates into continuous distributions. From Forrester's Principles of Systems. Business, Dynamic simulation, Uncertainty Installed
Salesforce REST library Library Reads live Salesforce records and metadata into your model through the Salesforce REST API. Requires Analytica 7.1 or later. Business, Data import and cleaning Salesforce REST library 24
Subscriber Pricing Model, Installed Calculates the monthly revenue needed per subscriber for a service to earn the firm's weighted average cost of capital. Business, Engineering, Finance and NPV Installed
Supply and Demand Model, Installed Finds the supply level that maximizes profit when profit is asymmetric around average demand. Business, Decision analysis, Uncertainty Installed
Upgrade Decision Model, Installed Which technology to buy now, given uncertain future products and prices. Business, Decision analysis, Uncertainty Installed

Cost-benefit analysis

Name (link to page) Type Description Topic Download file Size KB
Breakeven Analysis Model, Installed Breakeven analysis across a set of revenue levels, with fixed expenses and variable expenses as a constant fraction of revenue. Business, Cost-benefit analysis Installed
Daylighting Options in Building Design Model, Installed Analyzes life-cycle costs and savings of daylighting options in building design, based on the LBL daylighting nomographs. Also installed with Analytica as Daylight Analyzer. Cost-benefit analysis, Energy and electricity, Engineering Daylighting analyzer 33
Marginal Analysis for Control of SO2 emissions Model, Installed Finds the economically efficient level of sulfur dioxide cleanup from coal-burning power plants by comparing marginal costs and benefits of policy alternatives. Also installed with Analytica. Cost-benefit analysis, Energy and electricity, Environment Marginal Analysis for Control of SO2 Emissions 4
Seat belt safety Model, Installed Compares the value of policies for restraining automobile occupants. Cost-benefit analysis, Public policy and economics, Risk analysis, Transportation, Uncertainty Installed
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed

Data import and cleaning

Name (link to page) Type Description Topic Download file Size KB
COM integration with Excel Model Examples of using COM integration to change Excel workbooks and worksheets from Analytica, such as adding a worksheet. Data import and cleaning, Modeling tools COM integration with Excel 31
COVID-19 Case and Death data for US states and counties Model Reads the New York Times COVID-19 case and death data for US states and counties and transforms it into convenient Analytica arrays. Data import and cleaning, Health US COVID-19 Data 13
Data Standardization Library Library Maps inconsistent values in imported data onto standard values you choose. Data import and cleaning Data Standardization Library 8
Database library Library Create, read, update, examine and delete database tables without writing SQL. Works with Access, SQL Server, MariaDB and PostgreSQL. Includes a demo model. Data import and cleaning Database library
Database library demo
75
105
DB Conversion Library Library Embeds data from a database into the model, so you can share it with someone who doesn't have the database. Data import and cleaning Db conversion lib 7
DBWrite Example Model, Installed Writes data from an Analytica model to a relational database using ODBC. Data import and cleaning Installed
Extracting Data from an XML file Model Two ways to read data from an XML file: with a full XML DOM parser, or by matching patterns with regular expressions. Data import and cleaning Parsing XML example 20
Find Words Game Model, Installed Find as many English words as you can in a random tray of letters. Data import and cleaning, Games and sports, User interface Installed
Flat File Library Library, Installed Reads and writes data between Analytica arrays and comma-separated (CSV) files. Data import and cleaning Flat File Library 5
Learning a Decision Tree with Python Model Uses Analytica's Python integration and scikit-learn to train a decision tree classifier on the Iris data set and report its accuracy. AI and machine learning, Data import and cleaning Python Decision Tree Example 20
Map images from internet Model, Installed Reads map images of selected areas from Google Maps and displays them in the model. Data import and cleaning, Graphing and visualization Installed
Minimal edit distance, a 2-D dynamic Model, Installed Computes the Levenshtein edit distance between two text strings with the Wagner-Fischer algorithm, a 2-D Dynamic. Data import and cleaning, Mathematics and science, Optimization Installed
ODBC Library Library, Installed Helps write data from Analytica into relational database tables via ODBC, notably WriteTableSql. Data import and cleaning ODBC-Library 3
Salesforce REST library Library Reads live Salesforce records and metadata into your model through the Salesforce REST API. Requires Analytica 7.1 or later. Business, Data import and cleaning Salesforce REST library 24
Smart MdTable library Library Like MdTable, but creates local indexes for the index columns automatically, so you don't need a global index for each. Arrays, Data import and cleaning Smart MdTable lib 17
Spreadsheet Helper Library Library Lists worksheet names and the workbook file name, and provides SpreadsheetOpenEx, which remembers the file chosen. Data import and cleaning Spreadsheet Helper lib 4
Time of Use pricing Model Imports actual electricity demand data and explores time-of-use rate tariffs that charge more when demand tends to exceed supply. Data import and cleaning, Energy and electricity, Time series Time of use pricing 20
Use of MDTable Model, Installed Uses MdTable to convert relational records into multidimensional arrays. Arrays, Data import and cleaning Installed
Using GPT to clean inconsistent data Model Uses a large language model through the OpenAI API library to standardize inconsistent data values. AI and machine learning, Data import and cleaning Using GPT to clean inconsistent data 139

Decision analysis

Name (link to page) Type Description Topic Download file Size KB
Asset allocation Model, Installed Finds an investment mix that reduces risk through diversification, trading off risk and return. Decision analysis, Finance and NPV, Optimization, Uncertainty Installed
Biotech R&D Portfolio Model, Installed A multi-project R&D evaluation of a typical decision faced by a biotech company. Business, Decision analysis, Health, Optimization, Uncertainty Installed
Catching a plane example and EVIU Model, Installed When should you leave home to catch an early flight? Balances wasted waiting time against missing the plane, and shows the Expected Value of Including Uncertainty (EVIU). Includes slides and video. Also installed with Analytica. Decision analysis, Personal finance and decisions, Transportation, Uncertainty, Value of information Plane catching with UI 2020 15
Decision tree library Library Build decision trees in Analytica and calculate the value of each node. Includes the party problem example. Decision analysis Decision Tree library
Decision Tree party problem
754
946
Expected R&D Project Value Model, Installed Evaluates and compares the expected commercialization value of several proposed R&D projects. Business, Decision analysis, Finance and NPV, Uncertainty Installed
Expected Value of Sampling Information (EVSI) Model, Installed Computes the value of more treatment trials before a drug agency decides whether to approve a new treatment. Decision analysis, Health, Value of information Installed
From Controversy to Consensus: California's offshore oil platforms Model The decision model that helped stakeholders reach consensus on "rigs to reefs" for decommissioning California's 27 offshore oil platforms, comparing options across multiple attributes and stakeholder views. Decision analysis, Energy and electricity, Environment, Public policy and economics, Sensitivity analysis Platform 2018b 2178
LEV R&D Strategy Model, Installed R&D investment strategy across powerplant choices for a low-emissions vehicle. Business, Decision analysis, Transportation, Uncertainty Installed
Mandatory vs Voluntary testing policies Model Compares mandatory and voluntary COVID-19 testing of a ship's crew before boarding, by the resulting infection rate among those who board. Decision analysis, Health, Public policy and economics, Uncertainty Voluntary vs mandatory testing 1204
Market Model Model, Installed Explores pricing and advertising budget decisions for a new product, using forms for user inputs and outputs. Business, Decision analysis, User interface Installed
Multi-attribute Utility Analysis Model, Installed Compares cars across several attributes, where different drivers give different weights to each attribute. Decision analysis, Personal finance and decisions, Transportation Installed
Nonsymmetric Tree Model, Installed An asymmetric decision tree in Analytica. Decision analysis Installed
Optimal Path Dynamic Programming Model, Installed Dynamic programming solution for the optimal path through a sequential decision problem in a deterministic environment. Decision analysis, Optimization Optimal Path Dynamic Programming 4
Parking Space Selection Model, Installed Find the parking space that minimizes your time to reach a restaurant: dynamic programming with uncertainty. Decision analysis, Optimization, Personal finance and decisions, Transportation, Uncertainty Installed
Party With Forecast Model, Installed Where to hold a party given uncertain weather, extended with a weather forecast to show the value of information. Decision analysis, Personal finance and decisions, Value of information Installed
Portfolio optimization with dependencies Model Selects projects to maximize value subject to group budgets and dependencies, where a project can only be done if its enabling projects are. Business, Decision analysis, Optimization PortfolioOptimizationwithDependencies 379
Project Planner Model Evaluates R&D projects with uncertain costs and revenues, compares them by expected NPV and soft attributes (strategic fit, staff development, goodwill), and selects the best portfolio within a budget. Business, Decision analysis, Finance and NPV, Optimization, Uncertainty Project Priorities 5 0
Project priorities 2007 4.0
33
30
Project Portfolio Planner Model, Installed Evaluates and prioritizes projects by estimated NPV or a multi-attribute score (strategic fit, staff development, goodwill, net revenue). Business, Decision analysis, Finance and NPV, Optimization Installed
Retirement plan type comparison Model Compares the nest egg at retirement from a 401(k), traditional IRA, Roth IRA or regular brokerage account, accounting for taxes and uncertainty. A smaller version runs in Analytica Free 101. Decision analysis, Personal finance and decisions, Sensitivity analysis, Uncertainty, User interface Comparing retirement account types
Comparing retirement account types without sensitivity
91
64
Supply and Demand Model, Installed Finds the supply level that maximizes profit when profit is asymmetric around average demand. Business, Decision analysis, Uncertainty Installed
Two Branch Party Tree Model, Installed Where to hold a party given uncertain weather: a simple two-branch decision tree in Analytica. Decision analysis, Personal finance and decisions Installed
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed
Upgrade Decision Model, Installed Which technology to buy now, given uncertain future products and prices. Business, Decision analysis, Uncertainty Installed

Dynamic simulation

Name (link to page) Type Description Topic Download file Size KB
A Triangle Suppression model of COVID-19 Model Models how long lockdown measures are needed under a suppression strategy for the US COVID-19 pandemic. Featured on the Analytica blog. Dynamic simulation, Health, Scenarios COVID-19 Triangle Suppression 74
COVID-19 Coronavirus SICR progression for 2020 Model A simple SICR (susceptible, incubating, contagious, recovered) model of possible COVID-19 scenarios in the US from March to December 2020. Dynamic simulation, Health, Scenarios Simple COVID-19 20
COVID-19 State Simulator, a Systems Dynamics approach Model A system dynamics SICR model of COVID-19 in Colorado, forecasting cases, deaths and ventilator needs and the effect of lockdown timing. Dynamic simulation, Health, Scenarios COVID Model 2020--03-25 223
Disease establishment Model, Installed Forecasts a fish population and the establishment of a contagious viral disease within it over time. Dynamic simulation, Environment, Health, Uncertainty Installed
Donor/Presenter Dashboard Model Forecasts how an arts organization's audience evolves over time, using a continuous-time Markov chain with immigration and emigration at every node and uncertain inputs. Business, Dynamic simulation, Markov models, Uncertainty Donor Presenter Dashboard II 112
Dynamic & Dependencies Model, User Guide Finds the velocity and position of a dropped object over six seconds. Dynamic simulation, Mathematics and science Installed
Dynamic & Uncertainty Model, User Guide Three ways to combine uncertainty with the Dynamic function. Dynamic simulation, Uncertainty Installed
Dynamic Example 1 Model, User Guide The simplest dynamic model: gasoline price over five years at 5% growth. Dynamic simulation Installed
Dynamic Example 2 Model, User Guide Gasoline price over time under three different inflation rates. Dynamic simulation, Scenarios Installed
Dynamic on multiple indexes Model, User Guide A dynamic loop with simultaneous recurrences over two indexes. Dynamic simulation Dynamic on multiple indexes 4
Dynamic on non-Time index Model, User Guide Uses the Dynamic function for a recurrence over an index other than Time. Dynamic simulation Installed
Earthquake Expenses Model, Installed Simulates expenses following earthquakes over time, answering questions such as the probability of more than one quake in a 10-year period. Also installed with Analytica as Earthquake expense risk. Dynamic simulation, Environment, Finance and NPV, Risk analysis, Uncertainty Earthquake expenses 11
Leveling Model, Installed Levels staff effort over time according to available staff, computing work done and idle time. Business, Dynamic simulation Installed
Markov Chain Model, Installed Simulates the number of hospital patients over time as a Markov process. Dynamic simulation, Health, Markov models Markov Chain 5
Mass-Spring-Damper Model, Installed Simulates a free mass-spring-damper system. Dynamic simulation, Engineering, Mathematics and science Installed
Mean-reversion trading Model, Installed Models a mean-reverting price process and a trading strategy to beat the market, as a Markov decision process. Dynamic simulation, Finance and NPV, Markov models Installed
Projectile Motion Model, Installed Uses Time and the Dynamic function to model the motion of a projectile. Dynamic simulation, Mathematics and science Installed
Regulation of Photosynthesis Model Simulates how photosynthesis is regulated in cyanobacteria as light intensity varies, tracking key transport molecules through the photosynthetic chain. Dynamic simulation, Mathematics and science Photosynthesis regulation
Photosystem
10
16
Sales Effectiveness Model, Installed Effects of unit price on sales force and production capacity, turning low-medium-high estimates into continuous distributions. From Forrester's Principles of Systems. Business, Dynamic simulation, Uncertainty Installed
Total Allowable Harvest Model Finds the total allowable catch or removal for a fish or animal population with poorly known dynamics. One version uses Optimizer, the other StepInterp. Dynamic simulation, Environment, Optimization, Uncertainty Total Allowable Removal model with Optimizer
Total Allowable Removal model w StepInterp
17
17
Tunnel through earth Model, Installed How long would it take to fall through a tunnel straight through the center of the earth, and how fast would you go? Dynamic simulation, Mathematics and science Installed
Unequal time steps Model, Installed A dynamic growth or decay model where Time has unequal time steps. Dynamic simulation Installed

Energy and electricity

Name (link to page) Type Description Topic Download file Size KB
California Power Plants Model Shows how to use choice menus, checkboxes and default cell values inside an edit table, using a table of power plants. Energy and electricity, User interface California Power Plants 3
Daylighting Options in Building Design Model, Installed Analyzes life-cycle costs and savings of daylighting options in building design, based on the LBL daylighting nomographs. Also installed with Analytica as Daylight Analyzer. Cost-benefit analysis, Energy and electricity, Engineering Daylighting analyzer 33
Electrical Generation and Transmission Model Minimizes the total cost of generating and transmitting power across a network of nodes with generators, demand, and capacity-limited transmission links. Energy and electricity, Engineering, Optimization Electrical Transmission 15
From Controversy to Consensus: California's offshore oil platforms Model The decision model that helped stakeholders reach consensus on "rigs to reefs" for decommissioning California's 27 offshore oil platforms, comparing options across multiple attributes and stakeholder views. Decision analysis, Energy and electricity, Environment, Public policy and economics, Sensitivity analysis Platform 2018b 2178
Marginal Abatement Graph Model Builds a marginal abatement cost curve to prioritize a portfolio of carbon-reduction projects (here, home heating efficiency) by cost per tonne of CO2 avoided. Accompanies a Lumina blog article. Energy and electricity, Environment, Graphing and visualization, Optimization Marginal abatement home heating 7
Marginal Analysis for Control of SO2 emissions Model, Installed Finds the economically efficient level of sulfur dioxide cleanup from coal-burning power plants by comparing marginal costs and benefits of policy alternatives. Also installed with Analytica. Cost-benefit analysis, Energy and electricity, Environment Marginal Analysis for Control of SO2 Emissions 4
Power dispatch Model, Installed Dispatches generating units using different fuels, cheapest first, to meet varying demand, using the Dispatch function. Energy and electricity, Optimization Installed
Sequential dispatch library Library SequentialDispatch extends Dispatch with a time-like index to carry over unmet demand or unused capacity. Includes a test model. Energy and electricity, Optimization, Time series Sequential dispatch library
Sequential dispatch test
2
3
Solar Panel Analysis Model Would rooftop solar panels pay off for a home in San Jose? Explores how many panels to install and when, with NPV, IRR and payback, including tax credits and falling PV prices. A video shows how the model was built. Energy and electricity, Finance and NPV, Personal finance and decisions, Scenarios Solar Panel Analysis 17
Time of Use pricing Model Imports actual electricity demand data and explores time-of-use rate tariffs that charge more when demand tends to exceed supply. Data import and cleaning, Energy and electricity, Time series Time of use pricing 20
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed

Engineering

Name (link to page) Type Description Topic Download file Size KB
Adaptive Filter Model, Installed Fits noisy time-sequence data using an adaptive filter. Engineering, Regression and curve fitting, Time series Installed
Antenna Gain Model, Installed Calculates the expected gain of an antenna looking at two different satellites. Engineering, Mathematics and science, Uncertainty Installed
Autocorrelation Model, Installed Calculates autocorrelation coefficients of noisy time-sequence data. Engineering, Statistics, Time series Installed
Compression Post Load Calculator Model, Installed Computes the load a Douglas Fir-Larch post can support in compression, for different timber types, grades and sizes. Also installed with Analytica. Engineering, Mathematics and science Compression Post Load Capacity 7
Convolution Model A Convolve function that combines two time series, with several examples of convolved functions. Engineering, Time series, User-defined functions Convolution 4
Daylighting Options in Building Design Model, Installed Analyzes life-cycle costs and savings of daylighting options in building design, based on the LBL daylighting nomographs. Also installed with Analytica as Daylight Analyzer. Cost-benefit analysis, Energy and electricity, Engineering Daylighting analyzer 33
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Electrical Generation and Transmission Model Minimizes the total cost of generating and transmitting power across a network of nodes with generators, demand, and capacity-limited transmission links. Energy and electricity, Engineering, Optimization Electrical Transmission 15
Failure Analysis Model, Installed Simulates failures of a system with parallel and series components, using a DetermTable to assess the system state. Engineering, Risk analysis, Uncertainty, User interface Installed
Mass-Spring-Damper Model, Installed Simulates a free mass-spring-damper system. Dynamic simulation, Engineering, Mathematics and science Installed
Subscriber Pricing Model, Installed Calculates the monthly revenue needed per subscriber for a service to earn the firm's weighted average cost of capital. Business, Engineering, Finance and NPV Installed
Timber Post Compression Load Capacity Model Calculates the maximum load a Douglas Fir-Larch post of a given size, grade and composition can carry in a construction setting. Engineering, Mathematics and science PostCompression 7
Units Conversion Library Library Converts between units, such as feet to kilometers or Btu to gigajoules, making conversions explicit in your model. Engineering, Mathematics and science Units conversion library 58
Weibull estimation library Library Estimates Weibull time-to-failure distributions from data, including right-censored data where some units are still working. Engineering, Health, Risk analysis, Statistics Weibull estimation lib 18

Environment

Name (link to page) Type Description Topic Download file Size KB
Disease establishment Model, Installed Forecasts a fish population and the establishment of a contagious viral disease within it over time. Dynamic simulation, Environment, Health, Uncertainty Installed
Earthquake Expenses Model, Installed Simulates expenses following earthquakes over time, answering questions such as the probability of more than one quake in a 10-year period. Also installed with Analytica as Earthquake expense risk. Dynamic simulation, Environment, Finance and NPV, Risk analysis, Uncertainty Earthquake expenses 11
From Controversy to Consensus: California's offshore oil platforms Model The decision model that helped stakeholders reach consensus on "rigs to reefs" for decommissioning California's 27 offshore oil platforms, comparing options across multiple attributes and stakeholder views. Decision analysis, Energy and electricity, Environment, Public policy and economics, Sensitivity analysis Platform 2018b 2178
Marginal Abatement Graph Model Builds a marginal abatement cost curve to prioritize a portfolio of carbon-reduction projects (here, home heating efficiency) by cost per tonne of CO2 avoided. Accompanies a Lumina blog article. Energy and electricity, Environment, Graphing and visualization, Optimization Marginal abatement home heating 7
Marginal Analysis for Control of SO2 emissions Model, Installed Finds the economically efficient level of sulfur dioxide cleanup from coal-burning power plants by comparing marginal costs and benefits of policy alternatives. Also installed with Analytica. Cost-benefit analysis, Energy and electricity, Environment Marginal Analysis for Control of SO2 Emissions 4
Total Allowable Harvest Model Finds the total allowable catch or removal for a fish or animal population with poorly known dynamics. One version uses Optimizer, the other StepInterp. Dynamic simulation, Environment, Optimization, Uncertainty Total Allowable Removal model with Optimizer
Total Allowable Removal model w StepInterp
17
17
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed

Finance and NPV

Name (link to page) Type Description Topic Download file Size KB
Asset allocation Model, Installed Finds an investment mix that reduces risk through diversification, trading off risk and return. Decision analysis, Finance and NPV, Optimization, Uncertainty Installed
Bond Model Model, Installed Calculates bond cash flows, current yield and yield to maturity from purchase price, par value, interest rate and life to maturity. Finance and NPV Bond Model 9
Capital Investment Model, Installed Chooses which of four projects to fund to maximize total return. Business, Finance and NPV, Optimization Installed
Diversification Illustration Model, Installed A Blitzogram showing how diversifying over more investments changes the distribution of returns. Finance and NPV, Graphing and visualization, Uncertainty Installed
Earthquake Expenses Model, Installed Simulates expenses following earthquakes over time, answering questions such as the probability of more than one quake in a 10-year period. Also installed with Analytica as Earthquake expense risk. Dynamic simulation, Environment, Finance and NPV, Risk analysis, Uncertainty Earthquake expenses 11
Expand Index Library, Installed A Change Index function that re-indexes an array onto another index, e.g., to combine cash flows over different time periods. Arrays, Finance and NPV Expand Index 4
Expected R&D Project Value Model, Installed Evaluates and compares the expected commercialization value of several proposed R&D projects. Business, Decision analysis, Finance and NPV, Uncertainty Installed
Financial library Library, Installed Corporate finance functions such as Black-Scholes option values, CAPM, adjusted cost of capital and bond pricing. (Standard Excel-like financial functions are built in.) Finance and NPV Financial Library 23
Financial Statement Templates Model, Installed A complete set of standard financial statements (profit and loss, balance sheet, cash flow) with a step-by-step guide to adapting them. Finance and NPV Installed
Loan Policy Selection Model Helps a lender choose the credit-rating threshold and interest rate to charge, considering competition and default risk that depends on the economy and borrower credit rating. Finance and NPV, Optimization, Risk analysis, Uncertainty Loan policy selection 28
Mean-reversion trading Model, Installed Models a mean-reverting price process and a trading strategy to beat the market, as a Markov decision process. Dynamic simulation, Finance and NPV, Markov models Installed
Modeling Depreciation Model Shows how to compute depreciation from a schedule of spending and a depreciation schedule over time. Arrays, Finance and NPV Fixed Amortization Schedule 2
Project Planner Model Evaluates R&D projects with uncertain costs and revenues, compares them by expected NPV and soft attributes (strategic fit, staff development, goodwill), and selects the best portfolio within a budget. Business, Decision analysis, Finance and NPV, Optimization, Uncertainty Project Priorities 5 0
Project priorities 2007 4.0
33
30
Project Portfolio Planner Model, Installed Evaluates and prioritizes projects by estimated NPV or a multi-attribute score (strategic fit, staff development, goodwill, net revenue). Business, Decision analysis, Finance and NPV, Optimization Installed
Solar Panel Analysis Model Would rooftop solar panels pay off for a home in San Jose? Explores how many panels to install and when, with NPV, IRR and payback, including tax credits and falling PV prices. A video shows how the model was built. Energy and electricity, Finance and NPV, Personal finance and decisions, Scenarios Solar Panel Analysis 17
Subscriber Pricing Model, Installed Calculates the monthly revenue needed per subscriber for a service to earn the firm's weighted average cost of capital. Business, Engineering, Finance and NPV Installed
Waterfall chart Model, Installed Shows how to build a waterfall chart of the components of an asset's earnings stream. Finance and NPV, Graphing and visualization Installed

Games and sports

Name (link to page) Type Description Topic Download file Size KB
2018 World Cup Soccer final Model How much of France's 4-2 World Cup win over Croatia was skill and how much was chance? Accompanies a blog article on randomness in outcomes. Bayesian methods, Games and sports, Statistics, Uncertainty World cup 6
Chess with GPT Model Play chess against a GPT model through the OpenAI API library. AI and machine learning, Games and sports Chess with GPT 97
Find Words Game Model, Installed Find as many English words as you can in a random tray of letters. Data import and cleaning, Games and sports, User interface Installed
Magic Square Model, Installed Fills a magic square using a grouped-integer domain. Games and sports, Mathematics and science, Optimization Installed
Probability assessment Model, Installed A trivia game that scores how well you calibrate your uncertainty, to improve your personal calibration. Games and sports, Uncertainty Probability assessment 36
Sudoku with Optimizer Model, Installed Solves a Sudoku puzzle with the Optimizer. Games and sports, Optimization Installed

Graphing and visualization

Name (link to page) Type Description Topic Download file Size KB
Cell Icon Set Library Library Pre-curated icon sets for table cells that automatically pick the icon that depicts each value. Graphing and visualization Cell Icon Set Library 611
Color Map Model Computes table cell fill colors from red, green and blue inputs, showing computed cell formats and contrasting font colors. Graphing and visualization Color map 6
Data Visualization Examples Model A gallery of custom graphs and displays, from cell formatting to maps, with step-by-step instructions for reusing them in your own models. Graphing and visualization Advanced_Visualization_Examples_Jun2023
Dependency Tracker Module Model A module that highlights the paths by which one variable influences another, and which nodes are upstream or downstream of a variable. Graphing and visualization, Modeling tools, User interface, User-defined functions Dependency Tracker 9
Diversification Illustration Model, Installed A Blitzogram showing how diversifying over more investments changes the distribution of returns. Finance and NPV, Graphing and visualization, Uncertainty Installed
Fractals everywhere Model, Installed A Monte Carlo simulation that draws a Barnsley fern fractal. Graphing and visualization, Mathematics and science, Uncertainty Installed
Kmeans Clustering Model, Installed Applies K-means clustering to random data to group similar points, with scatter plots and the Iterate function. AI and machine learning, Graphing and visualization, Statistics, User-defined functions Installed
Map images from internet Model, Installed Reads map images of selected areas from Google Maps and displays them in the model. Data import and cleaning, Graphing and visualization Installed
Marginal Abatement Graph Model Builds a marginal abatement cost curve to prioritize a portfolio of carbon-reduction projects (here, home heating efficiency) by cost per tonne of CO2 avoided. Accompanies a Lumina blog article. Energy and electricity, Environment, Graphing and visualization, Optimization Marginal abatement home heating 7
Red or blue state Model Shape outlines of the 50 US states with a color-coded map of political leaning. The state shapes are reusable for your own maps. Graphing and visualization, Public policy and economics Red State Blue State plot 2366
Smooth PDF plots using Kernel Density Estimation Model A simple fixed-width kernel density estimator that gives smoother probability density plots than the histogram-based PDF. Graphing and visualization, Statistics Kernel Density Estimation 3
Sparkline Library Library, Installed Inserts miniature line, bar and win-loss plots into result table cells. Graphing and visualization Sparkline Library 11
Themes Library Library Preset themes to quickly update your model's diagram and graph styles. Graphing and visualization, Modeling tools Themes Library 421
Waterfall chart Model, Installed Shows how to build a waterfall chart of the components of an asset's earnings stream. Finance and NPV, Graphing and visualization Installed

Health

Name (link to page) Type Description Topic Download file Size KB
A Triangle Suppression model of COVID-19 Model Models how long lockdown measures are needed under a suppression strategy for the US COVID-19 pandemic. Featured on the Analytica blog. Dynamic simulation, Health, Scenarios COVID-19 Triangle Suppression 74
Big Mac Attack Model, Installed Meet daily dietary needs at McDonald's while minimizing cost, calories or carbohydrates, with continuous, integer or binary solutions. Health, Manufacturing and supply chain, Optimization Installed
Biotech R&D Portfolio Model, Installed A multi-project R&D evaluation of a typical decision faced by a biotech company. Business, Decision analysis, Health, Optimization, Uncertainty Installed
COVID-19 Case and Death data for US states and counties Model Reads the New York Times COVID-19 case and death data for US states and counties and transforms it into convenient Analytica arrays. Data import and cleaning, Health US COVID-19 Data 13
COVID-19 Coronavirus SICR progression for 2020 Model A simple SICR (susceptible, incubating, contagious, recovered) model of possible COVID-19 scenarios in the US from March to December 2020. Dynamic simulation, Health, Scenarios Simple COVID-19 20
COVID-19 State Simulator, a Systems Dynamics approach Model A system dynamics SICR model of COVID-19 in Colorado, forecasting cases, deaths and ventilator needs and the effect of lockdown timing. Dynamic simulation, Health, Scenarios COVID Model 2020--03-25 223
Disease establishment Model, Installed Forecasts a fish population and the establishment of a contagious viral disease within it over time. Dynamic simulation, Environment, Health, Uncertainty Installed
Epidemiological model of COVID-19 for Perú, en español Model A Spanish-language Markov model of COVID-19 in Peru and the impact of social isolation, adapted from the US Markov model. Health, Markov models, Scenarios Modelo Epidemiologoco para el Covid-19 con cuarentena 29
Expected Value of Sampling Information (EVSI) Model, Installed Computes the value of more treatment trials before a drug agency decides whether to approve a new treatment. Decision analysis, Health, Value of information Installed
How social isolation impacts COVID-19 spread in the US - A Markov model approach Model A Markov model of the COVID-19 epidemic in the US exploring the effect of different levels of social isolation. Showcased in a blog article. Health, Markov models, Scenarios, Sensitivity analysis Corona Markov 26
Logistic regression prior selection Model, Installed Fits logistic and probit regression to breast cancer data and shows how the Bayesian prior affects generalization. Bayesian methods, Health, Regression and curve fitting, Statistics Installed
Mandatory vs Voluntary testing policies Model Compares mandatory and voluntary COVID-19 testing of a ship's crew before boarding, by the resulting infection rate among those who board. Decision analysis, Health, Public policy and economics, Uncertainty Voluntary vs mandatory testing 1204
Markov Chain Model, Installed Simulates the number of hospital patients over time as a Markov process. Dynamic simulation, Health, Markov models Markov Chain 5
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed
Weibull estimation library Library Estimates Weibull time-to-failure distributions from data, including right-censored data where some units are still working. Engineering, Health, Risk analysis, Statistics Weibull estimation lib 18

Manufacturing and supply chain

Name (link to page) Type Description Topic Download file Size KB
Automobile Production Model, Installed A linear programming example of automobile production planning. Manufacturing and supply chain, Optimization, Transportation Installed
Beer Distribution LP Model, Installed Three stages of the brewery-to-market shipping model used in the Optimizer Guide. Manufacturing and supply chain, Optimization Installed
Big Mac Attack Model, Installed Meet daily dietary needs at McDonald's while minimizing cost, calories or carbohydrates, with continuous, integer or binary solutions. Health, Manufacturing and supply chain, Optimization Installed
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Labor production allocation Model, Installed A linear program that decides which products to make and how to allocate workers by skill. Business, Manufacturing and supply chain, Optimization Installed
Linearizing a discrete NSP Model A cereal formulation model that chooses ingredients to minimize cost, linearizing a discrete problem with Boolean decision arrays and piecewise-linear prices. Manufacturing and supply chain, Optimization Cereal Formulation1 9
Optimal can dimensions Model, Installed Finds the dimensions of a cylindrical can that holds a given volume with the least material. Manufacturing and supply chain, Optimization Installed
Optimal Production Allocation Model, Installed Allocates machine time across chip products to maximize profit with linear programming. Manufacturing and supply chain, Optimization Optimal production allocation 6
Production Planning LP Model, Installed Plans production of four product versions given assembly, polishing and packing capacity. Manufacturing and supply chain, Optimization Installed
Traveling salesman Model, Installed Finds a minimal-length tour through a set of cities. Manufacturing and supply chain, Optimization, Transportation Traveling salesman 4
Two Mines Model Model, Installed Meets a smelter's contract for three grades of ore at least cost from two mines. Manufacturing and supply chain, Optimization Installed

Markov models

Name (link to page) Type Description Topic Download file Size KB
Donor/Presenter Dashboard Model Forecasts how an arts organization's audience evolves over time, using a continuous-time Markov chain with immigration and emigration at every node and uncertain inputs. Business, Dynamic simulation, Markov models, Uncertainty Donor Presenter Dashboard II 112
Epidemiological model of COVID-19 for Perú, en español Model A Spanish-language Markov model of COVID-19 in Peru and the impact of social isolation, adapted from the US Markov model. Health, Markov models, Scenarios Modelo Epidemiologoco para el Covid-19 con cuarentena 29
How social isolation impacts COVID-19 spread in the US - A Markov model approach Model A Markov model of the COVID-19 epidemic in the US exploring the effect of different levels of social isolation. Showcased in a blog article. Health, Markov models, Scenarios, Sensitivity analysis Corona Markov 26
Markov Chain Model, Installed Simulates the number of hospital patients over time as a Markov process. Dynamic simulation, Health, Markov models Markov Chain 5
Mean-reversion trading Model, Installed Models a mean-reverting price process and a trading strategy to beat the market, as a Markov decision process. Dynamic simulation, Finance and NPV, Markov models Installed

Mathematics and science

Name (link to page) Type Description Topic Download file Size KB
Antenna Gain Model, Installed Calculates the expected gain of an antenna looking at two different satellites. Engineering, Mathematics and science, Uncertainty Installed
Base Conversion Function Library Library, Installed Converts between binary, octal, decimal and hexadecimal, equivalent to the Excel functions of the same names. Mathematics and science Base Conversion Library 10
Complex Numbers (obsolete) Library, Installed Obsolete: complex numbers are now built into Analytica. Kept for backward compatibility. Mathematics and science Complex Library 10
Compression Post Load Calculator Model, Installed Computes the load a Douglas Fir-Larch post can support in compression, for different timber types, grades and sizes. Also installed with Analytica. Engineering, Mathematics and science Compression Post Load Capacity 7
Dynamic & Dependencies Model, User Guide Finds the velocity and position of a dropped object over six seconds. Dynamic simulation, Mathematics and science Installed
Extracting Diagonal Model, Installed Extracts the diagonal of a matrix. Arrays, Mathematics and science Installed
Fractals everywhere Model, Installed A Monte Carlo simulation that draws a Barnsley fern fractal. Graphing and visualization, Mathematics and science, Uncertainty Installed
GCD function library Library Two functions for computing the greatest common divisor. Mathematics and science, User-defined functions GCD function library 2
Ideal Gas Law Model, Installed Solves PV = nRT for any one unknown given the other three, in a variety of units. Mathematics and science Installed
Legendre Library Library Gauss-Legendre quadrature and numerically stable Legendre polynomials, derivatives, zeros and coefficients. Mathematics and science Legendre library 139
Magic Square Model, Installed Fills a magic square using a grouped-integer domain. Games and sports, Mathematics and science, Optimization Installed
Mass-Spring-Damper Model, Installed Simulates a free mass-spring-damper system. Dynamic simulation, Engineering, Mathematics and science Installed
Minimal edit distance, a 2-D dynamic Model, Installed Computes the Levenshtein edit distance between two text strings with the Wagner-Fischer algorithm, a 2-D Dynamic. Data import and cleaning, Mathematics and science, Optimization Installed
Newton-Raphson Method Model, Installed Implements Newton's method for finding a root of f(x) = 0. Mathematics and science, User-defined functions Installed
NLP with Jacobian Model, Installed Uses an analytic Jacobian and gradient to speed up a constrained nonlinear optimization. Mathematics and science, Optimization Installed
Optimization Functions Library, Installed Simple GoalSeek, Solve and Gradient functions that work in any edition, without Analytica Optimizer. Mathematics and science, Optimization Optimization Functions 6
Polynomial NLP Model, Installed A simple 1-D example of the problem of local optima. Mathematics and science, Optimization Polynomial NLP 12
Problems with Local Optima Model, Installed Shows how nonlinear optimization can get stuck in local optima, and ways to find the global optimum. Mathematics and science, Optimization Installed
Projectile Motion Model, Installed Uses Time and the Dynamic function to model the motion of a projectile. Dynamic simulation, Mathematics and science Installed
Quadratic Constraints Model, Installed A quadratically constrained optimization problem with a quadratic objective. Mathematics and science, Optimization Installed
Regular polygon calculator Model, Installed Computes all the metrics of a regular N-sided polygon from any one of them, using OnChange handlers to update linked inputs. Mathematics and science, User interface Installed
Regulation of Photosynthesis Model Simulates how photosynthesis is regulated in cyanobacteria as light intensity varies, tracking key transport molecules through the photosynthetic chain. Dynamic simulation, Mathematics and science Photosynthesis regulation
Photosystem
10
16
Solve using NLP Model, Installed Solves a nonlinear equation by encoding it as a constraint in a nonlinear program. Mathematics and science, Optimization Installed
Tax bracket interpolation Model Computes US federal income tax from taxable income, reproducing the IRS tax tables exactly by handling tax brackets and the IRS rounding rules. Mathematics and science, Personal finance and decisions Tax bracket interpolation 2021 248
Timber Post Compression Load Capacity Model Calculates the maximum load a Douglas Fir-Larch post of a given size, grade and composition can carry in a construction setting. Engineering, Mathematics and science PostCompression 7
Time-series re-indexing Model Maps measurements taken at irregular times onto a uniform weekly time index by interpolation, then shows other basic time-series re-indexing techniques. Arrays, Mathematics and science, Time series Time-series-reindexing 11
Tunnel through earth Model, Installed How long would it take to fall through a tunnel straight through the center of the earth, and how fast would you go? Dynamic simulation, Mathematics and science Installed
Units Conversion Library Library Converts between units, such as feet to kilometers or Btu to gigajoules, making conversions explicit in your model. Engineering, Mathematics and science Units conversion library 58
Vector Math Model Functions for geospatial calculations: vector cross products, spherical-Cartesian conversion, bearings and great-circle distances between latitude-longitude points. Mathematics and science, User-defined functions Vector Math 24

Modeling tools

Name (link to page) Type Description Topic Download file Size KB
ACP style library Library, Installed Customize how your model looks in Analytica Cloud Platform (ACP) through a GUI, instead of typing style attributes by hand. Modeling tools, User interface ACP style library 348
COM integration with Excel Model Examples of using COM integration to change Excel workbooks and worksheets from Analytica, such as adding a worksheet. Data import and cleaning, Modeling tools COM integration with Excel 31
Dependency Tracker Module Model A module that highlights the paths by which one variable influences another, and which nodes are upstream or downstream of a variable. Graphing and visualization, Modeling tools, User interface, User-defined functions Dependency Tracker 9
Garbage Bin Library, Installed A recycle bin module for your model: drag objects into it instead of deleting them, and retrieve them if needed. Modeling tools Garbage Bin 7
Large Sample Library Library Runs a Monte Carlo simulation with a sample too large for memory by running it in batches and accumulating results for selected variables. Modeling tools, Statistics, Uncertainty Large Sample Library v10 39
Model Documentation Library Library Produces a concise table of every object in a module with selected attributes (title, description, units, definition) that you can export to Excel and print. Modeling tools Model Documentation Library 14
Multi-lingual Influence Diagram Model Keeps titles and descriptions in both English and French, switching the whole diagram's language with a pull-down menu. Modeling tools, User interface, User-defined functions French-English 6
Mutables library Library, Installed Mutables are memory locations you can write to as a side effect of a calculation and read later, useful for debugging complex data structures. Modeling tools, User-defined functions Mutables library 4
Performance Profiler library Library, Installed Shows the CPU time and memory used by every variable and function, so you can find what slows your model down. Modeling tools Performance Profiler 8
Themes Library Library Preset themes to quickly update your model's diagram and graph styles. Graphing and visualization, Modeling tools Themes Library 421

Optimization

Name (link to page) Type Description Topic Download file Size KB
Airline NLP Model, Installed Examples of nonlinear programming optimization with Intelligent Arrays for an airline. Arrays, Optimization, Transportation Installed
Asset allocation Model, Installed Finds an investment mix that reduces risk through diversification, trading off risk and return. Decision analysis, Finance and NPV, Optimization, Uncertainty Installed
Automobile Production Model, Installed A linear programming example of automobile production planning. Manufacturing and supply chain, Optimization, Transportation Installed
Beer Distribution LP Model, Installed Three stages of the brewery-to-market shipping model used in the Optimizer Guide. Manufacturing and supply chain, Optimization Installed
Big Mac Attack Model, Installed Meet daily dietary needs at McDonald's while minimizing cost, calories or carbohydrates, with continuous, integer or binary solutions. Health, Manufacturing and supply chain, Optimization Installed
Biotech R&D Portfolio Model, Installed A multi-project R&D evaluation of a typical decision faced by a biotech company. Business, Decision analysis, Health, Optimization, Uncertainty Installed
Capital Investment Model, Installed Chooses which of four projects to fund to maximize total return. Business, Finance and NPV, Optimization Installed
Electrical Generation and Transmission Model Minimizes the total cost of generating and transmitting power across a network of nodes with generators, demand, and capacity-limited transmission links. Energy and electricity, Engineering, Optimization Electrical Transmission 15
Infeasible Model, Installed Diagnoses an infeasible set of linear constraints. Optimization Installed
Items within Budget function Model A function that selects the highest-priority items whose cumulative cost fits within a fixed budget. Business, Optimization, User-defined functions Items within budget 3
Labor production allocation Model, Installed A linear program that decides which products to make and how to allocate workers by skill. Business, Manufacturing and supply chain, Optimization Installed
Linearizing a discrete NSP Model A cereal formulation model that chooses ingredients to minimize cost, linearizing a discrete problem with Boolean decision arrays and piecewise-linear prices. Manufacturing and supply chain, Optimization Cereal Formulation1 9
LLMs as optimizers - linear regression Model Explores using a large language model as an optimizer to fit a linear regression. AI and machine learning, Optimization, Regression and curve fitting LLMs as optimizers - linear regression 12
Loan Policy Selection Model Helps a lender choose the credit-rating threshold and interest rate to charge, considering competition and default risk that depends on the economy and borrower credit rating. Finance and NPV, Optimization, Risk analysis, Uncertainty Loan policy selection 28
Magic Square Model, Installed Fills a magic square using a grouped-integer domain. Games and sports, Mathematics and science, Optimization Installed
Marginal Abatement Graph Model Builds a marginal abatement cost curve to prioritize a portfolio of carbon-reduction projects (here, home heating efficiency) by cost per tonne of CO2 avoided. Accompanies a Lumina blog article. Energy and electricity, Environment, Graphing and visualization, Optimization Marginal abatement home heating 7
Minimal edit distance, a 2-D dynamic Model, Installed Computes the Levenshtein edit distance between two text strings with the Wagner-Fischer algorithm, a 2-D Dynamic. Data import and cleaning, Mathematics and science, Optimization Installed
Neural Network Model Trains a 2-layer feed-forward neural network with the Analytica Optimizer on four sample data sets, then tests it on held-out examples. AI and machine learning, Optimization, Regression and curve fitting Neural-Network 48
NLP with Jacobian Model, Installed Uses an analytic Jacobian and gradient to speed up a constrained nonlinear optimization. Mathematics and science, Optimization Installed
Optimal can dimensions Model, Installed Finds the dimensions of a cylindrical can that holds a given volume with the least material. Manufacturing and supply chain, Optimization Installed
Optimal Path Dynamic Programming Model, Installed Dynamic programming solution for the optimal path through a sequential decision problem in a deterministic environment. Decision analysis, Optimization Optimal Path Dynamic Programming 4
Optimal Production Allocation Model, Installed Allocates machine time across chip products to maximize profit with linear programming. Manufacturing and supply chain, Optimization Optimal production allocation 6
Optimization Functions Library, Installed Simple GoalSeek, Solve and Gradient functions that work in any edition, without Analytica Optimizer. Mathematics and science, Optimization Optimization Functions 6
Parking Space Selection Model, Installed Find the parking space that minimizes your time to reach a restaurant: dynamic programming with uncertainty. Decision analysis, Optimization, Personal finance and decisions, Transportation, Uncertainty Installed
Plane allocation LP Model, Installed Allocates planes to origin-destination legs to maximize gross margin. Optimization, Transportation Plane Allocation LP 9
Polynomial NLP Model, Installed A simple 1-D example of the problem of local optima. Mathematics and science, Optimization Polynomial NLP 12
Portfolio optimization with dependencies Model Selects projects to maximize value subject to group budgets and dependencies, where a project can only be done if its enabling projects are. Business, Decision analysis, Optimization PortfolioOptimizationwithDependencies 379
Power dispatch Model, Installed Dispatches generating units using different fuels, cheapest first, to meet varying demand, using the Dispatch function. Energy and electricity, Optimization Installed
Problems with Local Optima Model, Installed Shows how nonlinear optimization can get stuck in local optima, and ways to find the global optimum. Mathematics and science, Optimization Installed
Production Planning LP Model, Installed Plans production of four product versions given assembly, polishing and packing capacity. Manufacturing and supply chain, Optimization Installed
Project Planner Model Evaluates R&D projects with uncertain costs and revenues, compares them by expected NPV and soft attributes (strategic fit, staff development, goodwill), and selects the best portfolio within a budget. Business, Decision analysis, Finance and NPV, Optimization, Uncertainty Project Priorities 5 0
Project priorities 2007 4.0
33
30
Project Portfolio Planner Model, Installed Evaluates and prioritizes projects by estimated NPV or a multi-attribute score (strategic fit, staff development, goodwill, net revenue). Business, Decision analysis, Finance and NPV, Optimization Installed
Quadratic Constraints Model, Installed A quadratically constrained optimization problem with a quadratic objective. Mathematics and science, Optimization Installed
Sequential dispatch library Library SequentialDispatch extends Dispatch with a time-like index to carry over unmet demand or unused capacity. Includes a test model. Energy and electricity, Optimization, Time series Sequential dispatch library
Sequential dispatch test
2
3
Solve using NLP Model, Installed Solves a nonlinear equation by encoding it as a constraint in a nonlinear program. Mathematics and science, Optimization Installed
Structured Opt Tools library Library, Installed Functions for structured optimization models, such as setting decision definitions to the optimal solution and restoring them. Requires Optimizer. Optimization Installed
Sudoku with Optimizer Model, Installed Solves a Sudoku puzzle with the Optimizer. Games and sports, Optimization Installed
Total Allowable Harvest Model Finds the total allowable catch or removal for a fish or animal population with poorly known dynamics. One version uses Optimizer, the other StepInterp. Dynamic simulation, Environment, Optimization, Uncertainty Total Allowable Removal model with Optimizer
Total Allowable Removal model w StepInterp
17
17
Traveling salesman Model, Installed Finds a minimal-length tour through a set of cities. Manufacturing and supply chain, Optimization, Transportation Traveling salesman 4
Two Mines Model Model, Installed Meets a smelter's contract for three grades of ore at least cost from two mines. Manufacturing and supply chain, Optimization Installed
Vacation plan with PWL tax Model, Installed Uses LinearInterp to encode a piecewise-linear tax in an integer linear program. Optimization, Personal finance and decisions Installed

Personal finance and decisions

Name (link to page) Type Description Topic Download file Size KB
Catching a plane example and EVIU Model, Installed When should you leave home to catch an early flight? Balances wasted waiting time against missing the plane, and shows the Expected Value of Including Uncertainty (EVIU). Includes slides and video. Also installed with Analytica. Decision analysis, Personal finance and decisions, Transportation, Uncertainty, Value of information Plane catching with UI 2020 15
Multi-attribute Utility Analysis Model, Installed Compares cars across several attributes, where different drivers give different weights to each attribute. Decision analysis, Personal finance and decisions, Transportation Installed
Parking Space Selection Model, Installed Find the parking space that minimizes your time to reach a restaurant: dynamic programming with uncertainty. Decision analysis, Optimization, Personal finance and decisions, Transportation, Uncertainty Installed
Party With Forecast Model, Installed Where to hold a party given uncertain weather, extended with a weather forecast to show the value of information. Decision analysis, Personal finance and decisions, Value of information Installed
Retirement plan type comparison Model Compares the nest egg at retirement from a 401(k), traditional IRA, Roth IRA or regular brokerage account, accounting for taxes and uncertainty. A smaller version runs in Analytica Free 101. Decision analysis, Personal finance and decisions, Sensitivity analysis, Uncertainty, User interface Comparing retirement account types
Comparing retirement account types without sensitivity
91
64
Solar Panel Analysis Model Would rooftop solar panels pay off for a home in San Jose? Explores how many panels to install and when, with NPV, IRR and payback, including tax credits and falling PV prices. A video shows how the model was built. Energy and electricity, Finance and NPV, Personal finance and decisions, Scenarios Solar Panel Analysis 17
Tax bracket interpolation Model Computes US federal income tax from taxable income, reproducing the IRS tax tables exactly by handling tax brackets and the IRS rounding rules. Mathematics and science, Personal finance and decisions Tax bracket interpolation 2021 248
Two Branch Party Tree Model, Installed Where to hold a party given uncertain weather: a simple two-branch decision tree in Analytica. Decision analysis, Personal finance and decisions Installed
Vacation plan with PWL tax Model, Installed Uses LinearInterp to encode a piecewise-linear tax in an integer linear program. Optimization, Personal finance and decisions Installed

Public policy and economics

Name (link to page) Type Description Topic Download file Size KB
From Controversy to Consensus: California's offshore oil platforms Model The decision model that helped stakeholders reach consensus on "rigs to reefs" for decommissioning California's 27 offshore oil platforms, comparing options across multiple attributes and stakeholder views. Decision analysis, Energy and electricity, Environment, Public policy and economics, Sensitivity analysis Platform 2018b 2178
Mandatory vs Voluntary testing policies Model Compares mandatory and voluntary COVID-19 testing of a ship's crew before boarding, by the resulting infection rate among those who board. Decision analysis, Health, Public policy and economics, Uncertainty Voluntary vs mandatory testing 1204
Red or blue state Model Shape outlines of the 50 US states with a color-coded map of political leaning. The state shapes are reusable for your own maps. Graphing and visualization, Public policy and economics Red State Blue State plot 2366
Seat belt safety Model, Installed Compares the value of policies for restraining automobile occupants. Cost-benefit analysis, Public policy and economics, Risk analysis, Transportation, Uncertainty Installed
Steel and Aluminum import tariff impact on US trade deficit Model A simple, impartial model estimating the net impact of the 2018 US steel and aluminum tariffs on the US trade deficit, with explicit uncertainties you can replace with your own assumptions. Public policy and economics, Sensitivity analysis, Uncertainty Steel and aluminum tariff model 14

Regression and curve fitting

Name (link to page) Type Description Topic Download file Size KB
Adaptive Filter Model, Installed Fits noisy time-sequence data using an adaptive filter. Engineering, Regression and curve fitting, Time series Installed
Cross-Validation / Fitting Kernel Functions to Data Model Fits non-linear kernel functions to data and uses cross-validation to choose how many kernels to use without overfitting. AI and machine learning, Regression and curve fitting, Statistics Cross-validation example 22
Generalized Regression (obsolete) Library, Installed Obsolete: use the built-in LogisticRegression and ProbitRegression functions instead. Kept for legacy models; requires Optimizer. Regression and curve fitting, Statistics Generalized Regression 35
LLMs as optimizers - linear regression Model Explores using a large language model as an optimizer to fit a linear regression. AI and machine learning, Optimization, Regression and curve fitting LLMs as optimizers - linear regression 12
Logistic regression prior selection Model, Installed Fits logistic and probit regression to breast cancer data and shows how the Bayesian prior affects generalization. Bayesian methods, Health, Regression and curve fitting, Statistics Installed
Neural Network Model Trains a 2-layer feed-forward neural network with the Analytica Optimizer on four sample data sets, then tests it on held-out examples. AI and machine learning, Optimization, Regression and curve fitting Neural-Network 48
Regression Examples Model, Installed Generalized linear regression, fitting curves of various functional forms to (x, y) points. Regression and curve fitting, Statistics Installed

Risk analysis

Name (link to page) Type Description Topic Download file Size KB
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Earthquake Expenses Model, Installed Simulates expenses following earthquakes over time, answering questions such as the probability of more than one quake in a 10-year period. Also installed with Analytica as Earthquake expense risk. Dynamic simulation, Environment, Finance and NPV, Risk analysis, Uncertainty Earthquake expenses 11
Failure Analysis Model, Installed Simulates failures of a system with parallel and series components, using a DetermTable to assess the system state. Engineering, Risk analysis, Uncertainty, User interface Installed
Inherent and Residual Risk Simulation Model Simulates loss exceedance curves for cybersecurity events, comparing inherent risk, residual risk after mitigation, and risk tolerance. Risk analysis, Uncertainty Hubbard and Seiersen cyberrisk 12
Loan Policy Selection Model Helps a lender choose the credit-rating threshold and interest rate to charge, considering competition and default risk that depends on the economy and borrower credit rating. Finance and NPV, Optimization, Risk analysis, Uncertainty Loan policy selection 28
Seat belt safety Model, Installed Compares the value of policies for restraining automobile occupants. Cost-benefit analysis, Public policy and economics, Risk analysis, Transportation, Uncertainty Installed
Weibull estimation library Library Estimates Weibull time-to-failure distributions from data, including right-censored data where some units are still working. Engineering, Health, Risk analysis, Statistics Weibull estimation lib 18

Scenarios

Name (link to page) Type Description Topic Download file Size KB
A Triangle Suppression model of COVID-19 Model Models how long lockdown measures are needed under a suppression strategy for the US COVID-19 pandemic. Featured on the Analytica blog. Dynamic simulation, Health, Scenarios COVID-19 Triangle Suppression 74
COVID-19 Coronavirus SICR progression for 2020 Model A simple SICR (susceptible, incubating, contagious, recovered) model of possible COVID-19 scenarios in the US from March to December 2020. Dynamic simulation, Health, Scenarios Simple COVID-19 20
COVID-19 State Simulator, a Systems Dynamics approach Model A system dynamics SICR model of COVID-19 in Colorado, forecasting cases, deaths and ventilator needs and the effect of lockdown timing. Dynamic simulation, Health, Scenarios COVID Model 2020--03-25 223
Dynamic Example 2 Model, User Guide Gasoline price over time under three different inflation rates. Dynamic simulation, Scenarios Installed
Epidemiological model of COVID-19 for Perú, en español Model A Spanish-language Markov model of COVID-19 in Peru and the impact of social isolation, adapted from the US Markov model. Health, Markov models, Scenarios Modelo Epidemiologoco para el Covid-19 con cuarentena 29
How social isolation impacts COVID-19 spread in the US - A Markov model approach Model A Markov model of the COVID-19 epidemic in the US exploring the effect of different levels of social isolation. Showcased in a blog article. Health, Markov models, Scenarios, Sensitivity analysis Corona Markov 26
Solar Panel Analysis Model Would rooftop solar panels pay off for a home in San Jose? Explores how many panels to install and when, with NPV, IRR and payback, including tax credits and falling PV prices. A video shows how the model was built. Energy and electricity, Finance and NPV, Personal finance and decisions, Scenarios Solar Panel Analysis 17

Sensitivity analysis

Name (link to page) Type Description Topic Download file Size KB
Analyzing Unc & Sens Model, User Guide Tools for analyzing uncertainty, relationships between uncertain variables, and sensitivity of outputs to inputs. Sensitivity analysis, Statistics, Uncertainty Installed
From Controversy to Consensus: California's offshore oil platforms Model The decision model that helped stakeholders reach consensus on "rigs to reefs" for decommissioning California's 27 offshore oil platforms, comparing options across multiple attributes and stakeholder views. Decision analysis, Energy and electricity, Environment, Public policy and economics, Sensitivity analysis Platform 2018b 2178
How social isolation impacts COVID-19 spread in the US - A Markov model approach Model A Markov model of the COVID-19 epidemic in the US exploring the effect of different levels of social isolation. Showcased in a blog article. Health, Markov models, Scenarios, Sensitivity analysis Corona Markov 26
Retirement plan type comparison Model Compares the nest egg at retirement from a 401(k), traditional IRA, Roth IRA or regular brokerage account, accounting for taxes and uncertainty. A smaller version runs in Analytica Free 101. Decision analysis, Personal finance and decisions, Sensitivity analysis, Uncertainty, User interface Comparing retirement account types
Comparing retirement account types without sensitivity
91
64
Steel and Aluminum import tariff impact on US trade deficit Model A simple, impartial model estimating the net impact of the 2018 US steel and aluminum tariffs on the US trade deficit, with explicit uncertainties you can replace with your own assumptions. Public policy and economics, Sensitivity analysis, Uncertainty Steel and aluminum tariff model 14
The Sensitivity Analysis Library Library Finds which individual cells of array-valued uncertain inputs have the greatest impact on an output. Includes an example model. Sensitivity analysis Sensitivity Analysis Library
Sensitivity Functions Examples
14
8
Tornado Diagrams Model, Installed Shows how to compute and display tornado diagrams of the sensitivity of a result to selected inputs. Sensitivity analysis Installed

Statistics

Name (link to page) Type Description Topic Download file Size KB
2018 World Cup Soccer final Model How much of France's 4-2 World Cup win over Croatia was skill and how much was chance? Accompanies a blog article on randomness in outcomes. Bayesian methods, Games and sports, Statistics, Uncertainty World cup 6
Analyzing Unc & Sens Model, User Guide Tools for analyzing uncertainty, relationships between uncertain variables, and sensitivity of outputs to inputs. Sensitivity analysis, Statistics, Uncertainty Installed
Autocorrelation Model, Installed Calculates autocorrelation coefficients of noisy time-sequence data. Engineering, Statistics, Time series Installed
Bayes function library Library, Installed Computes posterior probabilities with Bayes' rule from a complete discrete joint array of prior probabilities. Bayesian methods, Statistics, Uncertainty Bayes Function 4
Beta Updating Model, Installed Uses the beta distribution to update beliefs about the probability that a coin comes up heads. Bayesian methods, Statistics, Uncertainty Installed
Continuous Distributions Model, User Guide Demonstrates the built-in continuous probability distributions. Statistics, Uncertainty Installed
Continuous distributions library Library, Installed Some additional continuous univariate distributions. Statistics, Uncertainty Installed
Correlated Distributions Model, Installed Reorders samples of several uncertain variables to match a desired rank correlation structure (Iman-Conover method). Statistics, Uncertainty Correlated distributions 39
Correlated Normals Model, Installed Creates two normal distributions with a specified correlation between them. Statistics, Uncertainty Installed
Cross-Validation / Fitting Kernel Functions to Data Model Fits non-linear kernel functions to data and uses cross-validation to choose how many kernels to use without overfitting. AI and machine learning, Regression and curve fitting, Statistics Cross-validation example 22
Data Statistics Library (obsolete) Library, Installed Obsolete since Analytica 4.0. Statistics (such as SDeviation) over an index other than Run. Built-in statistical functions now take an optional index instead. Statistics Data Statistics Library 13
Discrete Distributions Model, User Guide Demonstrates the built-in discrete probability distributions. Statistics, Uncertainty Installed
Discrete Sampling Model, Installed Generates a distribution from a discrete sample of numbers. Statistics, Uncertainty Installed
Distribution Densities Library Library, Installed Analytic density, cumulative and inverse cumulative functions for all built-in distributions and a few others, such as F, Wishart and Gaussian. Statistics, Uncertainty Distribution Densities 33
Distribution variations library Library, Installed Alternative parameterizations of built-in distributions, and other common distributions that are simple transformations of them. Statistics, Uncertainty Distribution Variations 21
Generalized Regression (obsolete) Library, Installed Obsolete: use the built-in LogisticRegression and ProbitRegression functions instead. Kept for legacy models; requires Optimizer. Regression and curve fitting, Statistics Generalized Regression 35
Genie Library Library Connects Analytica to the Genie Bayesian network tool. Currently documented for Lumina developers only. AI and machine learning, Bayesian methods, Statistics Genie library 45
Gibbs Sampling in Bayesian Network Model, Installed Solves a Bayesian network by Gibbs sampling (Markov chain Monte Carlo), running several simulations at once. Bayesian methods, Statistics Installed
Grant Exclusion Model Model Tests a hypothesis about the attributes of the marginal rejected applicant of a grant program, to help decide whether to fiscally sponsor another organization's grant applications. Business, Statistics, Uncertainty Grant exclusion 12
Hubbard HDR Library Library The HDR pseudo-random number generator, a standard for exchanging exact, reproducible Monte Carlo samples (e.g., with ProbabilityManagement.org). Statistics, Uncertainty Hubbard HDR Library 5
Kmeans Clustering Model, Installed Applies K-means clustering to random data to group similar points, with scatter plots and the Iterate function. AI and machine learning, Graphing and visualization, Statistics, User-defined functions Installed
Kolmogorov-Smirnov Tests Library Library Kolmogorov-Smirnov tests of whether a sample comes from a given distribution, or two samples from the same distribution. Statistics Kolmogorov-Smirnov Tests Library 10
Laplacian distribution library Library The Laplace (double-sided exponential) distribution with its density, cumulative and inverse cumulative functions. Statistics, Uncertainty Laplacian distribution library 3
Large Sample Library Library Runs a Monte Carlo simulation with a sample too large for memory by running it in batches and accumulating results for selected variables. Modeling tools, Statistics, Uncertainty Large Sample Library v10 39
Logistic regression prior selection Model, Installed Fits logistic and probit regression to breast cancer data and shows how the Bayesian prior affects generalization. Bayesian methods, Health, Regression and curve fitting, Statistics Installed
Moving Average Example Model, Installed Computes the moving average of a data stream and defines a reusable Moving Average function. Statistics, Time series, User-defined functions Installed
Multidimensional Scaling Model, Installed Finds a 2-D layout of points that best matches a matrix of distances or dissimilarities. Statistics Installed
Multivariate Distributions Library, Installed Multivariate distributions and ways to generate correlated distributions. Statistics, Uncertainty Multivariate Distributions 30
Principle Components Model, Installed Uses principal components analysis to reduce a multidimensional data set to fewer dimensions. Statistics Installed
Probability of Gaussian Region (Importance Sampling) Model, Installed Uses importance sampling to estimate the probability of rare events that plain Monte Carlo would rarely sample. Statistics, Uncertainty Installed
Regression Examples Model, Installed Generalized linear regression, fitting curves of various functional forms to (x, y) points. Regression and curve fitting, Statistics Installed
Sampling from only feasible points Model A button script that samples chance variables, then keeps only the jointly feasible sample points and resets the sample size accordingly. Statistics, Uncertainty, User interface Feasible Sampler 5
SipMath 3.1 library Library Reads uncertainty data in the SIPmath 3.1 standard format into your model as ordinary uncertain values, and exports Metalog distributions. Statistics, Uncertainty SipMath 3.1 library
Test SipMath 3.1
27
30
Smooth PDF plots using Kernel Density Estimation Model A simple fixed-width kernel density estimator that gives smoother probability density plots than the histogram-based PDF. Graphing and visualization, Statistics Kernel Density Estimation 3
Statistical Bootstrapping Model, Installed Estimates the sampling error of a statistical estimator by repeatedly resampling the original data. Also installed with Analytica as Bootstrapping. Statistics Bootstrapping 6
Sum of LogNormal Library Library Closed-form metalog approximations to the sum of N identical lognormal distributions, supporting Keelin, Chrisman and Savage (2019). Statistics, Uncertainty Sum of LogNormal Library
Sum of LogNormal Library to N=300
70
111
Weibull estimation library Library Estimates Weibull time-to-failure distributions from data, including right-censored data where some units are still working. Engineering, Health, Risk analysis, Statistics Weibull estimation lib 18

Time series

Name (link to page) Type Description Topic Download file Size KB
Adaptive Filter Model, Installed Fits noisy time-sequence data using an adaptive filter. Engineering, Regression and curve fitting, Time series Installed
Autocorrelation Model, Installed Calculates autocorrelation coefficients of noisy time-sequence data. Engineering, Statistics, Time series Installed
Convolution Model A Convolve function that combines two time series, with several examples of convolved functions. Engineering, Time series, User-defined functions Convolution 4
Moving Average Example Model, Installed Computes the moving average of a data stream and defines a reusable Moving Average function. Statistics, Time series, User-defined functions Installed
Sequential dispatch library Library SequentialDispatch extends Dispatch with a time-like index to carry over unmet demand or unused capacity. Includes a test model. Energy and electricity, Optimization, Time series Sequential dispatch library
Sequential dispatch test
2
3
Time of Use pricing Model Imports actual electricity demand data and explores time-of-use rate tariffs that charge more when demand tends to exceed supply. Data import and cleaning, Energy and electricity, Time series Time of use pricing 20
Time-series re-indexing Model Maps measurements taken at irregular times onto a uniform weekly time index by interpolation, then shows other basic time-series re-indexing techniques. Arrays, Mathematics and science, Time series Time-series-reindexing 11

Transportation

Name (link to page) Type Description Topic Download file Size KB
Airline NLP Model, Installed Examples of nonlinear programming optimization with Intelligent Arrays for an airline. Arrays, Optimization, Transportation Installed
Automobile Production Model, Installed A linear programming example of automobile production planning. Manufacturing and supply chain, Optimization, Transportation Installed
Catching a plane example and EVIU Model, Installed When should you leave home to catch an early flight? Balances wasted waiting time against missing the plane, and shows the Expected Value of Including Uncertainty (EVIU). Includes slides and video. Also installed with Analytica. Decision analysis, Personal finance and decisions, Transportation, Uncertainty, Value of information Plane catching with UI 2020 15
LEV R&D Strategy Model, Installed R&D investment strategy across powerplant choices for a low-emissions vehicle. Business, Decision analysis, Transportation, Uncertainty Installed
Multi-attribute Utility Analysis Model, Installed Compares cars across several attributes, where different drivers give different weights to each attribute. Decision analysis, Personal finance and decisions, Transportation Installed
Parking Space Selection Model, Installed Find the parking space that minimizes your time to reach a restaurant: dynamic programming with uncertainty. Decision analysis, Optimization, Personal finance and decisions, Transportation, Uncertainty Installed
Plane allocation LP Model, Installed Allocates planes to origin-destination legs to maximize gross margin. Optimization, Transportation Plane Allocation LP 9
Seat belt safety Model, Installed Compares the value of policies for restraining automobile occupants. Cost-benefit analysis, Public policy and economics, Risk analysis, Transportation, Uncertainty Installed
Traveling salesman Model, Installed Finds a minimal-length tour through a set of cities. Manufacturing and supply chain, Optimization, Transportation Traveling salesman 4

Uncertainty

Name (link to page) Type Description Topic Download file Size KB
2018 World Cup Soccer final Model How much of France's 4-2 World Cup win over Croatia was skill and how much was chance? Accompanies a blog article on randomness in outcomes. Bayesian methods, Games and sports, Statistics, Uncertainty World cup 6
Analyzing Unc & Sens Model, User Guide Tools for analyzing uncertainty, relationships between uncertain variables, and sensitivity of outputs to inputs. Sensitivity analysis, Statistics, Uncertainty Installed
Antenna Gain Model, Installed Calculates the expected gain of an antenna looking at two different satellites. Engineering, Mathematics and science, Uncertainty Installed
Asset allocation Model, Installed Finds an investment mix that reduces risk through diversification, trading off risk and return. Decision analysis, Finance and NPV, Optimization, Uncertainty Installed
Bayes function library Library, Installed Computes posterior probabilities with Bayes' rule from a complete discrete joint array of prior probabilities. Bayesian methods, Statistics, Uncertainty Bayes Function 4
Beta Updating Model, Installed Uses the beta distribution to update beliefs about the probability that a coin comes up heads. Bayesian methods, Statistics, Uncertainty Installed
Biotech R&D Portfolio Model, Installed A multi-project R&D evaluation of a typical decision faced by a biotech company. Business, Decision analysis, Health, Optimization, Uncertainty Installed
Catching a plane example and EVIU Model, Installed When should you leave home to catch an early flight? Balances wasted waiting time against missing the plane, and shows the Expected Value of Including Uncertainty (EVIU). Includes slides and video. Also installed with Analytica. Decision analysis, Personal finance and decisions, Transportation, Uncertainty, Value of information Plane catching with UI 2020 15
Continuous Distributions Model, User Guide Demonstrates the built-in continuous probability distributions. Statistics, Uncertainty Installed
Continuous distributions library Library, Installed Some additional continuous univariate distributions. Statistics, Uncertainty Installed
Correlated Distributions Model, Installed Reorders samples of several uncertain variables to match a desired rank correlation structure (Iman-Conover method). Statistics, Uncertainty Correlated distributions 39
Correlated Normals Model, Installed Creates two normal distributions with a specified correlation between them. Statistics, Uncertainty Installed
Discrete Distributions Model, User Guide Demonstrates the built-in discrete probability distributions. Statistics, Uncertainty Installed
Discrete Sampling Model, Installed Generates a distribution from a discrete sample of numbers. Statistics, Uncertainty Installed
Disease establishment Model, Installed Forecasts a fish population and the establishment of a contagious viral disease within it over time. Dynamic simulation, Environment, Health, Uncertainty Installed
Dishwasher warranty reliability Model Turns technicians' free-text service notes into a failure model, a warranty reserve, a spare-parts plan and a design decision, using the Jev library. AI and machine learning, Business, Engineering, Manufacturing and supply chain, Risk analysis, Uncertainty Dishwasher warranty reliability 206
Distribution Densities Library Library, Installed Analytic density, cumulative and inverse cumulative functions for all built-in distributions and a few others, such as F, Wishart and Gaussian. Statistics, Uncertainty Distribution Densities 33
Distribution variations library Library, Installed Alternative parameterizations of built-in distributions, and other common distributions that are simple transformations of them. Statistics, Uncertainty Distribution Variations 21
Diversification Illustration Model, Installed A Blitzogram showing how diversifying over more investments changes the distribution of returns. Finance and NPV, Graphing and visualization, Uncertainty Installed
Donor/Presenter Dashboard Model Forecasts how an arts organization's audience evolves over time, using a continuous-time Markov chain with immigration and emigration at every node and uncertain inputs. Business, Dynamic simulation, Markov models, Uncertainty Donor Presenter Dashboard II 112
Dynamic & Uncertainty Model, User Guide Three ways to combine uncertainty with the Dynamic function. Dynamic simulation, Uncertainty Installed
Earthquake Expenses Model, Installed Simulates expenses following earthquakes over time, answering questions such as the probability of more than one quake in a 10-year period. Also installed with Analytica as Earthquake expense risk. Dynamic simulation, Environment, Finance and NPV, Risk analysis, Uncertainty Earthquake expenses 11
Expected R&D Project Value Model, Installed Evaluates and compares the expected commercialization value of several proposed R&D projects. Business, Decision analysis, Finance and NPV, Uncertainty Installed
Expected value of information library Library Efficiently estimates the expected value of perfect and sample information (EVPI, EVSI) using Latin hypercube simulation. Uncertainty, Value of information Expected value of info lib
Expected value of info lib with examples
8
44
Failure Analysis Model, Installed Simulates failures of a system with parallel and series components, using a DetermTable to assess the system state. Engineering, Risk analysis, Uncertainty, User interface Installed
Fractals everywhere Model, Installed A Monte Carlo simulation that draws a Barnsley fern fractal. Graphing and visualization, Mathematics and science, Uncertainty Installed
Grant Exclusion Model Model Tests a hypothesis about the attributes of the marginal rejected applicant of a grant program, to help decide whether to fiscally sponsor another organization's grant applications. Business, Statistics, Uncertainty Grant exclusion 12
Hubbard HDR Library Library The HDR pseudo-random number generator, a standard for exchanging exact, reproducible Monte Carlo samples (e.g., with ProbabilityManagement.org). Statistics, Uncertainty Hubbard HDR Library 5
Inherent and Residual Risk Simulation Model Simulates loss exceedance curves for cybersecurity events, comparing inherent risk, residual risk after mitigation, and risk tolerance. Risk analysis, Uncertainty Hubbard and Seiersen cyberrisk 12
Jev library Library Lets a model ask TypeSafe's Jev model questions about text and get back probabilities. AI and machine learning, Uncertainty Jev library
Test of Jev library
17
22
Laplacian distribution library Library The Laplace (double-sided exponential) distribution with its density, cumulative and inverse cumulative functions. Statistics, Uncertainty Laplacian distribution library 3
Large Sample Library Library Runs a Monte Carlo simulation with a sample too large for memory by running it in batches and accumulating results for selected variables. Modeling tools, Statistics, Uncertainty Large Sample Library v10 39
LEV R&D Strategy Model, Installed R&D investment strategy across powerplant choices for a low-emissions vehicle. Business, Decision analysis, Transportation, Uncertainty Installed
Loan Policy Selection Model Helps a lender choose the credit-rating threshold and interest rate to charge, considering competition and default risk that depends on the economy and borrower credit rating. Finance and NPV, Optimization, Risk analysis, Uncertainty Loan policy selection 28
Mandatory vs Voluntary testing policies Model Compares mandatory and voluntary COVID-19 testing of a ship's crew before boarding, by the resulting infection rate among those who board. Decision analysis, Health, Public policy and economics, Uncertainty Voluntary vs mandatory testing 1204
Multivariate Distributions Library, Installed Multivariate distributions and ways to generate correlated distributions. Statistics, Uncertainty Multivariate Distributions 30
Parking Space Selection Model, Installed Find the parking space that minimizes your time to reach a restaurant: dynamic programming with uncertainty. Decision analysis, Optimization, Personal finance and decisions, Transportation, Uncertainty Installed
Probability assessment Model, Installed A trivia game that scores how well you calibrate your uncertainty, to improve your personal calibration. Games and sports, Uncertainty Probability assessment 36
Probability of Gaussian Region (Importance Sampling) Model, Installed Uses importance sampling to estimate the probability of rare events that plain Monte Carlo would rarely sample. Statistics, Uncertainty Installed
Project Planner Model Evaluates R&D projects with uncertain costs and revenues, compares them by expected NPV and soft attributes (strategic fit, staff development, goodwill), and selects the best portfolio within a budget. Business, Decision analysis, Finance and NPV, Optimization, Uncertainty Project Priorities 5 0
Project priorities 2007 4.0
33
30
Retirement plan type comparison Model Compares the nest egg at retirement from a 401(k), traditional IRA, Roth IRA or regular brokerage account, accounting for taxes and uncertainty. A smaller version runs in Analytica Free 101. Decision analysis, Personal finance and decisions, Sensitivity analysis, Uncertainty, User interface Comparing retirement account types
Comparing retirement account types without sensitivity
91
64
Sales Effectiveness Model, Installed Effects of unit price on sales force and production capacity, turning low-medium-high estimates into continuous distributions. From Forrester's Principles of Systems. Business, Dynamic simulation, Uncertainty Installed
Sample Size Input Node Model, Installed Puts an input node for the sample size on a form, so users can change it without opening the Uncertainty Options dialog. Uncertainty, User interface Installed
Sampling from only feasible points Model A button script that samples chance variables, then keeps only the jointly feasible sample points and resets the sample size accordingly. Statistics, Uncertainty, User interface Feasible Sampler 5
Seat belt safety Model, Installed Compares the value of policies for restraining automobile occupants. Cost-benefit analysis, Public policy and economics, Risk analysis, Transportation, Uncertainty Installed
SipMath 3.1 library Library Reads uncertainty data in the SIPmath 3.1 standard format into your model as ordinary uncertain values, and exports Metalog distributions. Statistics, Uncertainty SipMath 3.1 library
Test SipMath 3.1
27
30
Steel and Aluminum import tariff impact on US trade deficit Model A simple, impartial model estimating the net impact of the 2018 US steel and aluminum tariffs on the US trade deficit, with explicit uncertainties you can replace with your own assumptions. Public policy and economics, Sensitivity analysis, Uncertainty Steel and aluminum tariff model 14
Sum of LogNormal Library Library Closed-form metalog approximations to the sum of N identical lognormal distributions, supporting Keelin, Chrisman and Savage (2019). Statistics, Uncertainty Sum of LogNormal Library
Sum of LogNormal Library to N=300
70
111
Supply and Demand Model, Installed Finds the supply level that maximizes profit when profit is asymmetric around average demand. Business, Decision analysis, Uncertainty Installed
Total Allowable Harvest Model Finds the total allowable catch or removal for a fish or animal population with poorly known dynamics. One version uses Optimizer, the other StepInterp. Dynamic simulation, Environment, Optimization, Uncertainty Total Allowable Removal model with Optimizer
Total Allowable Removal model w StepInterp
17
17
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed
Upgrade Decision Model, Installed Which technology to buy now, given uncertain future products and prices. Business, Decision analysis, Uncertainty Installed

User interface

Name (link to page) Type Description Topic Download file Size KB
ACP style library Library, Installed Customize how your model looks in Analytica Cloud Platform (ACP) through a GUI, instead of typing style attributes by hand. Modeling tools, User interface ACP style library 348
Assignment from Button Model, Installed Uses a button to copy a computed result into the edit table of another node. User interface Installed
California Power Plants Model Shows how to use choice menus, checkboxes and default cell values inside an edit table, using a table of power plants. Energy and electricity, User interface California Power Plants 3
Choice and Determtables Model, Installed Shows how DetermTables propagate the selection of Choice nodes indexed by Self. User interface Installed
Dependency Tracker Module Model A module that highlights the paths by which one variable influences another, and which nodes are upstream or downstream of a variable. Graphing and visualization, Modeling tools, User interface, User-defined functions Dependency Tracker 9
Failure Analysis Model, Installed Simulates failures of a system with parallel and series components, using a DetermTable to assess the system state. Engineering, Risk analysis, Uncertainty, User interface Installed
Find Words Game Model, Installed Find as many English words as you can in a random tray of letters. Data import and cleaning, Games and sports, User interface Installed
Input and Output Nodes Model, User Guide Used in the User Guide chapter Creating Interfaces for End Users. User interface Installed
Market Model Model, Installed Explores pricing and advertising budget decisions for a new product, using forms for user inputs and outputs. Business, Decision analysis, User interface Installed
Multi-lingual Influence Diagram Model Keeps titles and descriptions in both English and French, switching the whole diagram's language with a pull-down menu. Modeling tools, User interface, User-defined functions French-English 6
Output and Input Columns in Same Table Model Shows an input table where one column holds computed outputs and another holds checkboxes for the user to select. User interface Output and input columns 7
Regular polygon calculator Model, Installed Computes all the metrics of a regular N-sided polygon from any one of them, using OnChange handlers to update linked inputs. Mathematics and science, User interface Installed
Retirement plan type comparison Model Compares the nest egg at retirement from a 401(k), traditional IRA, Roth IRA or regular brokerage account, accounting for taxes and uncertainty. A smaller version runs in Analytica Free 101. Decision analysis, Personal finance and decisions, Sensitivity analysis, Uncertainty, User interface Comparing retirement account types
Comparing retirement account types without sensitivity
91
64
Sample Size Input Node Model, Installed Puts an input node for the sample size on a form, so users can change it without opening the Uncertainty Options dialog. Uncertainty, User interface Installed
Sampling from only feasible points Model A button script that samples chance variables, then keeps only the jointly feasible sample points and resets the sample size accordingly. Statistics, Uncertainty, User interface Feasible Sampler 5

User-defined functions

Name (link to page) Type Description Topic Download file Size KB
Convolution Model A Convolve function that combines two time series, with several examples of convolved functions. Engineering, Time series, User-defined functions Convolution 4
Dependency Tracker Module Model A module that highlights the paths by which one variable influences another, and which nodes are upstream or downstream of a variable. Graphing and visualization, Modeling tools, User interface, User-defined functions Dependency Tracker 9
Expression Examples Model, User Guide Building blocks of variable definitions: expressions, operators and math functions. Used in the User Guide chapter on Expressions. User-defined functions Installed
GCD function library Library Two functions for computing the greatest common divisor. Mathematics and science, User-defined functions GCD function library 2
Items within Budget function Model A function that selects the highest-priority items whose cumulative cost fits within a fixed budget. Business, Optimization, User-defined functions Items within budget 3
Kmeans Clustering Model, Installed Applies K-means clustering to random data to group similar points, with scatter plots and the Iterate function. AI and machine learning, Graphing and visualization, Statistics, User-defined functions Installed
Moving Average Example Model, Installed Computes the moving average of a data stream and defines a reusable Moving Average function. Statistics, Time series, User-defined functions Installed
Multi-lingual Influence Diagram Model Keeps titles and descriptions in both English and French, switching the whole diagram's language with a pull-down menu. Modeling tools, User interface, User-defined functions French-English 6
Mutables library Library, Installed Mutables are memory locations you can write to as a side effect of a calculation and read later, useful for debugging complex data structures. Modeling tools, User-defined functions Mutables library 4
Newton-Raphson Method Model, Installed Implements Newton's method for finding a root of f(x) = 0. Mathematics and science, User-defined functions Installed
Vector Math Model Functions for geospatial calculations: vector cross products, spherical-Cartesian conversion, bearings and great-circle distances between latitude-longitude points. Mathematics and science, User-defined functions Vector Math 24

Value of information

Name (link to page) Type Description Topic Download file Size KB
Catching a plane example and EVIU Model, Installed When should you leave home to catch an early flight? Balances wasted waiting time against missing the plane, and shows the Expected Value of Including Uncertainty (EVIU). Includes slides and video. Also installed with Analytica. Decision analysis, Personal finance and decisions, Transportation, Uncertainty, Value of information Plane catching with UI 2020 15
Expected value of information library Library Efficiently estimates the expected value of perfect and sample information (EVPI, EVSI) using Latin hypercube simulation. Uncertainty, Value of information Expected value of info lib
Expected value of info lib with examples
8
44
Expected Value of Sampling Information (EVSI) Model, Installed Computes the value of more treatment trials before a drug agency decides whether to approve a new treatment. Decision analysis, Health, Value of information Installed
Party With Forecast Model, Installed Where to hold a party given uncertain weather, extended with a weather forecast to show the value of information. Decision analysis, Personal finance and decisions, Value of information Installed
TXC example: Cost-benefit analysis of controlling emissions from a power plant Model, Installed How much should a coal-fired power plant control emissions of a toxic air pollutant? Compares control costs with reduced mortality under uncertainty. An update of the very first Analytica model. Installed with Analytica as Txc. Cost-benefit analysis, Decision analysis, Energy and electricity, Environment, Health, Uncertainty, Value of information Installed

Others

Items on topics with fewer than four items (shown in bold). These items also appear under their other topics above.

Name (link to page) Type Description Topic Download file Size KB
Inherent and Residual Risk Simulation Model Simulates loss exceedance curves for cybersecurity events, comparing inherent risk, residual risk after mitigation, and risk tolerance. Cybersecurity, Risk analysis, Uncertainty Hubbard and Seiersen cyberrisk 12
Map images from internet Model, Installed Reads map images of selected areas from Google Maps and displays them in the model. Geospatial, Data import and cleaning, Graphing and visualization Installed
Red or blue state Model Shape outlines of the 50 US states with a color-coded map of political leaning. The state shapes are reusable for your own maps. Geospatial, Graphing and visualization, Public policy and economics Red State Blue State plot 2366
Vector Math Model Functions for geospatial calculations: vector cross products, spherical-Cartesian conversion, bearings and great-circle distances between latitude-longitude points. Geospatial, Mathematics and science, User-defined functions Vector Math 24
Leveling Model, Installed Levels staff effort over time according to available staff, computing work done and idle time. Project scheduling, Business, Dynamic simulation Installed
Plan_Schedule_ Control Model, Installed Calculates the critical path, timing and costs for completing a project from its activity paths. Project scheduling, Business Installed

See Also

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