LatentGOLD vs Stata

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.

Stata is a locally installed desktop platform for data management, exploration, visualization, statistical analysis, reporting, and reproducible research. Its methods include regression, time-series, panel-data, survival, causal inference, Bayesian analysis, and machine learning. Data import options include Excel, CSV and delimited text, SAS, SPSS, Parquet, dBase, SQL databases via JDBC or ODBC, FRED, and Haver. Stata also supports Python, Jupyter Notebook, Java, and other integrations. Reports can be exported to Word, Excel, PDF, HTML, and Markdown, while graphs can be exported to EPS, PNG, PDF, SVG, or TIFF. It runs on Linux, macOS, and Windows; it is not SaaS. Prof+ annual license prices start at $175 a year and require eligibility as faculty or staff at an accredited, degree-granting university, with proof of affiliation. Instructors can request a free one-week license, and eligible instructors can request a free six-month Stata/BE license for undergraduate classes. The platform states it has no extra modules or hidden costs.