| Computer program | Website obtainable from | Free or paid? | Estimation | Rasch models |
|---|---|---|---|---|
| Rasch Software: Paid (Commercial) | ||||
| ConQuest 5 (Windows, Mac) | www.acer.edu.au/conquest | paid | MMLE, JMLE | dichotomous, polytomous, multidimensional, IRT |
| Facets (Windows) | www.winsteps.com/facets.htm | paid | JMLE, PROX | dichotomous, polytomous |
| RUMM2030+ (Windows) | www.rummlab.com.au | paid | PMLE, WMLE | dichotomous, polytomous |
| WINMIRA (Windows) | www.von-davier.com ? | paid | CMLE | dichotomous, polytomous |
| Winsteps (Windows) | www.winsteps.com/winsteps.htm | paid | CMLE, JMLE, PROX | dichotomous, polytomous |
| Xcalibre (Windows) | ? | paid | EM | dichotomous, polytomous |
| Logimo | ? | paid | CMLE (Log-linear) | dichotomous |
| LPCM-WIN (Windows) | ? | paid | CMLE | dichotomous, polytomous |
| Quest (Windows, old Macs) | paid | JMLE | dichotomous, polytomous | |
| RSP | ? | paid | CMLE, MMLE | dichotomous |
| T-Rasch | ? for demo: serial number is "demo" | paid | Non-parametric | dichotomous |
| Rasch Software: freeware | ||||
| Bigsteps (MS-DOS Windows) | www.winsteps.com/bigsteps.htm | freeware | JMLE, PROX | dichotomous, polytomous |
| ConstructMap (formerly GradeMap) (Windows & Mac) | ? | freeware | MMLE (MLE, EAP, DPVM) | dichotomous, polytomous |
| Facets-DOS (MS-DOS Windows) | www.winsteps.com/facdos.htm | freeware | JMLE, PROX | dichotomous, polytomous |
| Ganz Rasch (Windows) | ? | freeware | CMLE, JMLE, PMLE, WLE, MinChi, PROX | dichotomous |
| ICL (Windows, Mac, Linux) | ? | freeware | MMLE, MAP, EAP | dichotomous, polytomous |
| jMetrik (Windows, Mac OSX, Linux) | www.itemanalysis.com | freeware | JMLE. PROX | dichotomous, polytomous |
| Minifac (Windows) | www.winsteps.com/minifac.htm | freeware | JMLE, PROX | dichotomous, polytomous |
| Ministep (Windows) | www.winsteps.com/ministep.htm | freeware | JMLE, XMLE, PROX | dichotomous, polytomous |
| MULTIRA (in German, Windows) | ? | freeware | CMLE, JMLE, WMLE | dichotomous |
| OPLM (MS-DOS & Windows) | ? | free | CMLE, MMLE | dichotomous, polytomous |
| WinLLTM (Windows) | ? | free? | CMLE | dichotomous |
| Bond&FoxSteps (Windows) | Software for Bond & Fox "Applying the Rasch Model" | freeware | JMLE, PROX | dichotomous, polytomous |
| Digram (Windows) | ? | freeware | CMLE (log-linear, graphical) | dichotomous, polytomous |
| SALTUS (Windows) | ? | free? | MMLE | ? |
| BICAL (MS-DOS Windows) | installed on some mainframes | - | JMLE | dichotomous |
| IRT programs with Rasch-like capability | ||||
| BILOG-MG (Windows) | www.ssicentral.com | paid | MMLE | dichotomous |
| flexMIRT (Windows) | vpgcentral.com/software/flexmirt/ | paid | various | dichotomous, polytomous |
| PARSCALE (Windows) | www.ssicentral.com | paid | MMLE | dichotomous, polytomous |
| IRTPRO 2.1 (Windows) | www.ssicentral.com | paid | MMLE | dichotomous, polytomous |
| PARDUX | ? | ? | MMLE | dichotomous |
| RASCAL (Windows) | ? | paid | JMLE | dichotomous |
| See also software listing at: www.umass.edu | ||||
| Software with some Rasch functionality | ||||
| Bayesian Regression (Windows) | georgek.people.uic.edu/BayesSoftware.html (George Karabatsos) | freeware | Bayesian posterior estimation via Monte Carlo methods (e.g., MCMC) | Bayesian nonparametric (infinite-) mixture, standard normal mixture, dichotomous, polytomous, unidimensional, multidimensional, multi-level, FACETS-type |
| Damon (Python) | www.pythiasconsulting.com Analysis of multidimensional tabular datasets | open source | ALS | dichotomous, polytomous |
| EQSIRT (Windows, Mac, Linux) | www.mvsoft.com/eqsirt10.htm | paid | MMLE, MCMC | dichotomous, polytomous |
| ETIRM (Windows) | www.smallwaters.com/software/cpp/etirm.html | freeware | C++ functions | dichotomous, polytomous |
| flirt (MATLAB) | faculty.psy.ohio-state.edu/jeon/ | free add-ons | ML+EM | dichotomous + IRT models + multidimensional |
| Frank B. Baker & Seock-Ho Kim (Windows) | Item Response Theory: Parameter Estimation Techniques, Second Edition | CD-ROM in book | various | dichotomous, polytomous |
| Frank B. Baker | Item Response Theory: Parameter Estimation Techniques, First Edition | freeware | various | dichotomous |
| Latent GOLD (Windows) | www.statisticalinnovations.com | paid | MMLE | Rasch Mixture models: dichotomous, polytomous |
| LIBIRT (C++) | libirt.sf.net | freeware | MMLE etc. | dichotomous |
| Mplus | www.statmodel.com/irtanalysis.shtml | included | MLE | dichotomous + IRT models |
| OpenStat | statpages.info/miller/OpenStatMain.htm | freeware | PROX | dichotomous |
| R | CRAN Task View: Psychometric Models and Methods | free add-ons | various | dichotomous, polytomous, continuous |
| autoRasch: Semi-Automated Rasch Analysis | free add-ons | JMLE | dichotomous, polytomous | |
| eRm: Extended Rasch Modeling | free add-ons | CMLE | dichotomous, polytomous | |
| immer: Item Response Models for Multiple Ratings | free add-ons | CMLE, HRM, Facets-wrapper | dichotomous, polytomous | |
| ltm: Latent Trait Models under IRT | free add-ons | MMLE | dichotomous + IRT models | |
| mixRasch: Mixture Rasch Models with JMLE | free add-ons | JMLE | dichotomous, polytomous, mixture | |
| pairwise: Rasch Model Parameters by Pairwise Algorithm | free add-ons | PMLE | dichotomous, polytomous | |
| sirt: Supplementary Item Response Theory Models | free add-ons | PMLE etc. | dichotomous, polytomous | |
| TAM: Test Analysis Modules | free add-ons | JMLE, MMLE | dichotomous, polytomous, multifacets and more | |
| R Snippets for IRT: WrightMap | free add-ons | graphing | dichotomous, polytomous, multidimensional | |
| RaschFit (SAS) | RaschFit.sas download | free SAS macro to compute expected scores, residuals and mean-square fit statistics using response data and parameter estimates | any | dichotomous, polytomous |
| RASCHTEST (STATA) | pro-online.univ-nantes.fr | free add-ons | CMLE, MMLE, GEE | dichotomous, etc. |
| SAS PROCs STATA, S-PLUS, R, etc. | freeirt.free.fr anaqol.free.fr | free add-ons | ? | ? |
| SAS PROCs | publicifsv.sund.ku.dk/~kach/ | free add-ons | CMLE, MMLE | polytomous, longitudinal |
| STATA | www.stata.com/support/faqs/statistics/rasch-model/ | - | CMLE, Bayesian | dichotomous |
| WinBUGS | https://www.mrc-bsu.cam.ac.uk/software/bugs/ | freeware | ? | ? |
| Rasch demonstration software | ||||
| Mark Moulton (Windows) | Excel Spreadsheet (dichotomous) | freeware | JMLE | dichotomous |
| John M. Linacre (Windows) | Excel Spreadsheet (polytomous) | freeware | JMLE | polytomous |
| Simulation software | ||||
| WinGen (Windows) | www.hantest.net/wingen | freeware | dichotomous, polytomous | |
| WINIRT (Windows) | Hua Fang, George A. Johanson, Ohio University | freeware | dichotomous | |
| IRT-Lab | www.education.miami.edu/facultysites/penfield/ | freeware | various | |
| Rasch unfolding software | ||||
| RUMMFOLD | ? | paid | ? | ? |
| Please notify us of corrections or other Rasch software using the comment form below. | ||||
| CMLE = Conditional Maximum Likelihood Estimation, JMLE = Joint MLE, MMLE = Marginal MLE, PMLE = Pairwise MLE, WMLE = Warm's Mean LE, PROX = Normal Approximation | ||||
| FORUM | Rasch Measurement Forum to discuss any Rasch-related topic |
The absolute monopoly of the "Three Khans" (Shah Rukh, Aamir, and Salman) began to decentralize. Versatile actors like Ayushmann Khurrana, Rajkummar Rao, Pankaj Tripathi, and Vicky Kaushal rose to prominence based purely on acting merit.
Small-budget, content-driven films like Badhaai Ho and Andhadhun (2018) became massive commercial successes, proving that viewers valued unique storylines. 2019: Peak Cinema and Diverse Genres
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Websites like Okhatrimaza capitalized on a unique technological shift in India. Around 2016, the entry of high-speed, affordable 4G data networks revolutionized internet consumption. Millions of first-time internet users began consuming video content heavily on mobile devices. Piracy networks adapted rapidly by providing: Dual-audio features (Hollywood movies dubbed in Hindi).
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🌟 The Golden Era (2016–2021): A Cinematic Rollercoaster
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While the lure of free content is strong, the consequences of using sites like Okhatrimaza are severe and multifaceted.
Okhatrimaza was not a single entity but a network of proxy domains, frequently changing URLs to evade legal action. Its modus operandi was simple: rip films from physical media, streaming services, or—most damagingly—from early theatrical prints. By 2016, the site had perfected the art of leaking “HDTS” (high-definition telesync) versions of major Bollywood films. For a 2021 example, Sooryavanshi leaked within 48 hours of its theatrical release, despite delayed premieres due to COVID. The absolute monopoly of the "Three Khans" (Shah
Successfully merged folklore with social commentary and humor. Musical Drama India's official entry for the 92nd Academy Awards. 2020 Period Action One of the last major theatrical hits before the pandemic. 2021 Biopic/War Gained massive popularity via digital streaming. A Note on Online Safety
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The period between 2016 and 2021 was transformative for Bollywood. It witnessed the rise of content-driven cinema ( Dangal , Article 15 , Tumbbad ), the mainstreaming of digital platforms (Netflix, Amazon Prime), and the catastrophic disruption of the COVID-19 pandemic. Yet, lurking beneath this creative resurgence was a persistent threat: online piracy. Websites like became household names—not for their legitimacy, but for their ability to leak high-definition copies of films within hours of release. This essay examines the operations, impact, and countermeasures surrounding Okhatrimaza and similar piracy portals, focusing on the 2016–2021 window, a period that redefined how Bollywood releases, distributes, and protects its content.
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The period between 2016 and 2021 was a golden era for Bollywood, producing some of the most memorable films and stars. However, it was also an era where the illicit consumption of cinema through piracy websites like Okhatrimaza.com peaked. While Okhatrimaza offered a tempting shortcut to entertainment, the long-term costs—both to the film industry and to the individual user—are simply too high. Today, with a wealth of legal, affordable, and safe options available, there is no reason to choose pirated content. By supporting legal platforms, we not only protect our devices but also help ensure that the magic of Bollywood continues for generations to come.
During this period, Bollywood transitioned through several distinct phases: Films like (2016) and