{"title":"SPSS for Classrooms","description":"\u003cp\u003eThe IBM® SPSS® software platform offers advanced statistical analysis, a vast library of machine learning algorithms, text analysis, open-source extensibility, integration with big data and seamless deployment into applications.\u003c\/p\u003e\n\u003cp\u003eIts ease of use, flexibility and scalability make SPSS accessible to users of all skill levels. What’s more, it’s suitable for projects of all sizes and levels of complexity, and can help you find new opportunities, improve efficiency and minimize risk.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eIBM SPSS Statistics for academic institutions\u003c\/strong\u003e offers an all-in-one solution to enhance research, teaching, and learning across the board. Tailored to address the unique challenges of academic institutions, it offers a scalable solution that provides affordable access and meets the diverse needs of every user.\u003c\/p\u003e\n\u003chr\u003e","products":[{"product_id":"ibm-spss-statistics-standard-campus-edition-1-year-subscription-download","title":"IBM SPSS Statistics Standard Campus Edition 1-Year Subscription for Mac\/Windows (Download)","description":"\u003cp\u003eEmpower your academic institution with just one license - simple and hassle-free access for every user.\u003c\/p\u003e\n\u003cp\u003eIBM SPSS Statistics for academic institutions offers an all-in-one solution to enhance research, teaching, and learning across the board. Tailored to address the unique challenges of academic institutions, it offers a scalable solution that provides affordable access and meets the diverse needs of every user.\u003c\/p\u003e\n\u003cp\u003eReimagine what your institution can achieve:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eUniversity-wide research\u003c\/strong\u003e - Enable collaborative, impactful research with shared analytics for students and faculty.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData-driven planning\u003c\/strong\u003e - Inform strategic decisions with insights from enrollment, performance, and retention data.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eEnhanced curriculum\u003c\/strong\u003e - Integrate data analysis into courses, building practical, career-ready skills.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eInsightful feedback analysis\u003c\/strong\u003e - Easily analyze campus surveys to improve student and faculty experiences.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003chr\u003e\n\u003cp\u003eIncluded in the Standard Edition are:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eStatistics Base\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData Preparation:\u003c\/strong\u003e IBM® SPSS® Data Preparation performs advanced techniques to streamline the data preparation stage, delivering faster, more accurate data analysis results.\n\u003cul\u003e\n\u003cli\u003eChoose from an automated data preparation procedure for fast results or select other methods to prepare more challenging datasets.\u003c\/li\u003e\n\u003cli\u003eIdentify suspicious or invalid cases, variables and data values.\u003c\/li\u003e\n\u003cli\u003eView patterns of missing data, summarize variable distributions and more accurately work with algorithms designed for nominal attributes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eBootstrapping:\u003c\/strong\u003e The IBM® SPSS® Bootstrapping module makes bootstrapping, a technique for testing model stability, simpler for you to use.\n\u003cul\u003e\n\u003cli\u003eEstimates the sampling distribution of an estimator by resampling with replacement from your original sample.\u003c\/li\u003e\n\u003cli\u003eEstimates standard errors and confidence intervals for a population parameter such as the mean, median, proportion, odds ratio, correlation coefficient, regression coefficient and more.\u003c\/li\u003e\n\u003cli\u003eControls the number of bootstrap samples, sets a random number seed and indicates whether a simple or stratified method is appropriate.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eAdvanced Statistics:\u003c\/strong\u003e IBM® SPSS® Advanced Statistics provides a comprehensive suite of univariate and multivariate analysis tools to uncover deeper insights from your data, including:\n\u003cul\u003e\n\u003cli\u003eAdvanced methods such as general linear models (GLM) and generalized linear models (GENLIN) enable you to analyze both continuous and categorical data with precision.\u003c\/li\u003e\n\u003cli\u003eGeneralized linear mixed models (GENLINMIXED) are useful for analyzing hierarchical or repeated-measures data, while Cox regression offers robust capabilities for survival analysis and time-to-event modeling.\u003c\/li\u003e\n\u003cli\u003eThese advanced techniques offer the flexibility and reliability needed to explore complex relationships and deliver reliable and accurate statistical analysis outcomes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eRegression:\u003c\/strong\u003e IBM® SPSS® Regression enables you to predict categorical outcomes, create regression models, analyze model summaries and apply various nonlinear regression procedures to datasets when studying consumer buying habits, treatment responses, efficacy of diagnostic measures, credit risk analysis and other situations where ordinary regression and data analysis techniques are limiting or inappropriate.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCustom Tables:\u003c\/strong\u003e IBM® SPSS® Custom Tables enables you to summarize IBM® SPSS® Statistics data and display your analyses as presentation-quality, production-ready tables.\n\u003cul\u003e\n\u003cli\u003eIt provides analytical capabilities to help you learn from your data and offers advanced features that enable you to build tables people can easily read and interpret.\u003c\/li\u003e\n\u003cli\u003eThe solution lets you work with output and present survey results using nesting, stacking and multiple response categories.\u003c\/li\u003e\n\u003cli\u003eYou can also manage missing values and change labels and formats.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"IBM","offers":[{"title":"Default Title","offer_id":49958621380894,"sku":"D0FC6ZX","price":624.98,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0800\/4435\/9966\/files\/spsscampusstandard.png?v=1752781167"},{"product_id":"ibm-spss-statistics-premium-campus-edition-1-year-subscription-download","title":"IBM SPSS Statistics Premium Campus Edition 1-Year Subscription for Mac\/Windows (Download)","description":"\u003cp\u003eEmpower your academic institution with just one license - simple and hassle-free access for every user.\u003c\/p\u003e\n\u003cp\u003eIBM SPSS Statistics for academic institutions offers an all-in-one solution to enhance research, teaching, and learning across the board. Tailored to address the unique challenges of academic institutions, it offers a scalable solution that provides affordable access and meets the diverse needs of every user.\u003c\/p\u003e\n\u003cp\u003eReimagine what your institution can achieve:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eUniversity-wide research\u003c\/strong\u003e - Enable collaborative, impactful research with shared analytics for students and faculty.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData-driven planning\u003c\/strong\u003e - Inform strategic decisions with insights from enrollment, performance, and retention data.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eEnhanced curriculum\u003c\/strong\u003e - Integrate data analysis into courses, building practical, career-ready skills.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eInsightful feedback analysis\u003c\/strong\u003e - Easily analyze campus surveys to improve student and faculty experiences.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003chr\u003e\n\u003cp\u003eIncluded in the Premium Edition are:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eStatistics Base\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData Preparation:\u003c\/strong\u003e IBM® SPSS® Data Preparation performs advanced techniques to streamline the data preparation stage, delivering faster, more accurate data analysis results.\n\u003cul\u003e\n\u003cli\u003eChoose from an automated data preparation procedure for fast results or select other methods to prepare more challenging datasets.\u003c\/li\u003e\n\u003cli\u003eIdentify suspicious or invalid cases, variables and data values.\u003c\/li\u003e\n\u003cli\u003eView patterns of missing data, summarize variable distributions and more accurately work with algorithms designed for nominal attributes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eBootstrapping:\u003c\/strong\u003e The IBM® SPSS® Bootstrapping module makes bootstrapping, a technique for testing model stability, simpler for you to use.\n\u003cul\u003e\n\u003cli\u003eEstimates the sampling distribution of an estimator by resampling with replacement from your original sample.\u003c\/li\u003e\n\u003cli\u003eEstimates standard errors and confidence intervals for a population parameter such as the mean, median, proportion, odds ratio, correlation coefficient, regression coefficient and more.\u003c\/li\u003e\n\u003cli\u003eControls the number of bootstrap samples, sets a random number seed and indicates whether a simple or stratified method is appropriate.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eAdvanced Statistics:\u003c\/strong\u003e IBM® SPSS® Advanced Statistics provides a comprehensive suite of univariate and multivariate analysis tools to uncover deeper insights from your data, including:\n\u003cul\u003e\n\u003cli\u003eAdvanced methods such as general linear models (GLM) and generalized linear models (GENLIN) enable you to analyze both continuous and categorical data with precision.\u003c\/li\u003e\n\u003cli\u003eGeneralized linear mixed models (GENLINMIXED) are useful for analyzing hierarchical or repeated-measures data, while Cox regression offers robust capabilities for survival analysis and time-to-event modeling.\u003c\/li\u003e\n\u003cli\u003eThese advanced techniques offer the flexibility and reliability needed to explore complex relationships and deliver reliable and accurate statistical analysis outcomes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eRegression:\u003c\/strong\u003e IBM® SPSS® Regression enables you to predict categorical outcomes, create regression models, analyze model summaries and apply various nonlinear regression procedures to datasets when studying consumer buying habits, treatment responses, efficacy of diagnostic measures, credit risk analysis and other situations where ordinary regression and data analysis techniques are limiting or inappropriate.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCustom Tables:\u003c\/strong\u003e IBM® SPSS® Custom Tables enables you to summarize IBM® SPSS® Statistics data and display your analyses as presentation-quality, production-ready tables.\n\u003cul\u003e\n\u003cli\u003eIt provides analytical capabilities to help you learn from your data and offers advanced features that enable you to build tables people can easily read and interpret.\u003c\/li\u003e\n\u003cli\u003eThe solution lets you work with output and present survey results using nesting, stacking and multiple response categories.\u003c\/li\u003e\n\u003cli\u003eYou can also manage missing values and change labels and formats.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eForecasting:\u003c\/strong\u003e IBM® SPSS® Forecasting provides advanced capabilities that enable both novice and experienced users to develop reliable forecasts using time-series data.\n\u003cul\u003e\n\u003cli\u003eUsers with less expertise can create sophisticated forecasts that integrate multiple variables, while experienced forecasters can use the software to validate their models.\u003c\/li\u003e\n\u003cli\u003eExamples of time-series forecasting include predicting the number of staff required each day for a call center or forecasting the demand for a particular product or service.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eDecision Trees:\u003c\/strong\u003e IBM® SPSS® Decision Trees enables you to identify groups, discover relationships between them and predict future events.\n\u003cul\u003e\n\u003cli\u003eIt features visual classification and decision trees to help you present categorical results and more clearly explain analysis to non-technical audiences.\u003c\/li\u003e\n\u003cli\u003eCreate classification models for segmentation, stratification, prediction, data reduction and variable screening.\u003c\/li\u003e\n\u003cli\u003eYou can create models for interaction identification, category merging and discretizing continuous variables.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eDirect Marketing:\u003c\/strong\u003e IBM® SPSS® Direct Marketing lets you conduct advanced analysis of your customers or contacts to help improve your results.\n\u003cul\u003e\n\u003cli\u003eChoose from recency, frequency and monetary value (RFM) analysis, cluster analysis, prospect profiling, postal code analysis, propensity scoring and control package testing.\u003c\/li\u003e\n\u003cli\u003eUnderstand your customers in greater depth, improve marketing campaigns and maximize the return on investment (ROI) of your marketing budget.\u003c\/li\u003e\n\u003cli\u003eUse it to launch or test campaigns, increase cross-sell and up-sell revenue or open a store.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eNeural Networks:\u003c\/strong\u003e IBM® SPSS® Neural Networks uses nonlinear data modeling to discover complex relationships and derive greater value from your data.\n\u003cul\u003e\n\u003cli\u003eTake advantage of multilayer perceptron (MLP) or radial basis function (RBF) procedures. You can set the conditions—control the training stopping rules and network architecture—or let the procedure choose.\u003c\/li\u003e\n\u003cli\u003eInfluence the weighting of variables and specify details of the network architecture.\u003c\/li\u003e\n\u003cli\u003eSelect the type of model training and share results using graphs and charts.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eComplex Samples:\u003c\/strong\u003e IBM® SPSS® Complex Samples software can compute statistics and standard errors from complex sample designs by incorporating the designs into survey analysis.\n\u003cul\u003e\n\u003cli\u003eThis solution helps you produce a more accurate picture by allowing subpopulation assessments to consider other subpopulations.\u003c\/li\u003e\n\u003cli\u003eSPSS Complex Samples offers planning tools such as stratified, clustered or multistage sampling.\u003c\/li\u003e\n\u003cli\u003eIt's designed to help you reach correct point estimates, predict numerical and categorical outcomes from nonsimple random samples, and account for up to 3 stages when analyzing data from a multistage design.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eConjoint:\u003c\/strong\u003e The IBM® SPSS® Conjoint module provides conjoint analysis to help you better understand consumer preferences, trade-offs and price sensitivity.\n\u003cul\u003e\n\u003cli\u003eIt enables you to uncover more information about how customers compare products in the marketplace and measure how individual product attributes affect consumer behavior.\u003c\/li\u003e\n\u003cli\u003eThe information helps you design, price and market products and services tailored to your customer needs.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eExact Tests:\u003c\/strong\u003e IBM® SPSS® Exact Tests enables you to analyze rare occurrences in large databases or work with small samples.\n\u003cul\u003e\n\u003cli\u003eWith over 30 exact tests, you can analyze your data where traditional tests fail. For example, if you have a small number of case variables with a high percentage of responses in one category or have to subset your data into fine breakdowns.\u003c\/li\u003e\n\u003cli\u003eThe SPSS Exact Tests module operates on Windows, Mac and Linux® platforms and is available as client-only software or as a client or server installation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eMissing Values:\u003c\/strong\u003e The IBM® SPSS® Missing Values module helps you manage missing values in your data analysis and draw more valid conclusions.\n\u003cul\u003e\n\u003cli\u003eUncover the patterns behind missing data, estimate summary statistics and impute missing values using statistical algorithms.\u003c\/li\u003e\n\u003cli\u003eThe module helps you build models that account for missing data and remove hidden biases.\u003c\/li\u003e\n\u003cli\u003eSurvey and market researchers, social scientists, data miners and other professionals rely on IBM SPSS Missing Values to validate their research data.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCategories:\u003c\/strong\u003e IBM® SPSS® Categories enables you to visualize and explore relationships in your data, helping you predict outcomes based on your statistical analysis. It uses categorical regression techniques to predict the values of nominal, ordinal or numerical outcome variables from a combination of numeric and ordered or unordered categorical predictor variables. The software features statistical procedures such as predictive analysis, statistical learning, perceptual mapping and preference scaling.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"IBM","offers":[{"title":"Default Title","offer_id":49958649594142,"sku":"D0FCHZX","price":1099.98,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0800\/4435\/9966\/files\/spsscampuspremium.png?v=1752781882"}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0800\/4435\/9966\/collections\/ibmspsslogo_5074fa0d-d7af-4358-8f08-33e42d610d74.png?v=1752850133","url":"https:\/\/thinkedu.com\/collections\/spss-for-classrooms.oembed","provider":"ThinkEDU","version":"1.0","type":"link"}