LatentGOLD vs SAS/STAT

LatentGOLD is Windows desktop software for latent class and profile analysis, finite mixture modeling, choice modeling, segmentation, clustering and advanced latent-variable work. Its Basic version includes Cluster, DFactor, Regression and Step3 point-and-click modules. Advanced/Syntax adds complex sampling, multilevel latent class models, continuous latent variables, a point-and-click Markov module and the LG-equations syntax language. Choice options cover first-choice, ranking, best-worst, rating and allocation data. The software includes statistical tests, regression models and scripting, and imports ASCII text and SPSS system files. LatentGOLD 6.1 is listed as compatible with Windows 10 and 11; the maker supports installation only on Windows machines. There is no stated record-count limit, although runtime depends on data, machine speed and requested output. The maker identifies researchers, universities, market researchers, consultants and data analysts as users. Eligible university-affiliated students, researchers and educators can request a free academic single-user license for academic or non-commercial research. Pricing includes a 14-day trial and paid plans; listed standard single-user pricing for Basic + Advanced/Syntax is €795 a year.

SAS/STAT is statistical analysis software for specialized and enterprise-wide analytics. Its library includes more than 90 procedures for methods such as regression, survey and survival analysis, multiple imputation and Bayesian modeling. Other documented areas include ANOVA, categorical, cluster, multivariate and nonparametric analysis, as well as propensity scores and causal treatment-effect estimation. Methods are available for small data sets, missing values and large data tasks. SAS describes 14 SAS/STAT procedures as multithreaded and makes 12 SAS High-Performance Statistics procedures available for single-machine use. Predictive modeling options include regression, generalized additive, mixed and nonlinear models, and decision trees. Hundreds of statistical graphs and customizable graphics are included. SAS says the software runs on major computing platforms, accesses nearly any data source and integrates into computing environments. A free trial provides access to SAS Viya in a private trial environment. Pricing is available on request. SAS lists SAS/STAT on the SAS Viya platform and SAS/STAT 15.4 among its most recent releases.