--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Art of Stat: Regression" developer_entity: "Bernhard Klingenberg" bundle_id: "com.artofstat.regression" app_store_id: "1613497223" category: "Education" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-02-06" report_date: "2026-10-24" last_verified: "2026-10-24T00:00:00.000Z" report_version: "3.0.0" total_reviews: 21 overall_rating: 4.7 sentiment: "Thrilled" sentiment_score: 90 confidence: "medium" confidence_score: 0.45 top_praise_theme: "Regression analysis tools on mobile devices provide a convenient alternative to desktop statistical software" review_sample_size: 4 total_review_count: 4 analyzed_review_count: 4 data_age_days: 20 momentum_velocity: "zombie" intelligence_version: 2 tags: ["education", "free", "thrilled sentiment", "mobile app", "app review", "app analysis", "students", "researchers", "requiring"] canonical_url: "https://marlvel.ai/apps/art-of-stat-regression" license: "CC-BY-NC 4.0" content_version: "v2" --- # Art of Stat: Regression Intelligence Report ## TL;DR {#tldr} - **Category**: Education · Free - **Signal**: Rating 4.67 · Sentiment Thrilled - **Recent focus**: Regression analysis tools on mobile devices provide a convenient alternative to desktop statistical software (top praise) > **TL;DR:** Art of Stat: Regression is a education app by Bernhard Klingenberg, rated 4.67/5 by 21 users, with Thrilled user sentiment (90/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Art of Stat: Regression maintains Thrilled user sentiment (4.67/5 from 21 reviews), with users consistently praising regression analysis tools on mobile devices provide a convenient alternative to desktop statistical software. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.67/5 (21 reviews) | | **User Mood** | Thrilled | | **Category** | Education | | **Developer** | Bernhard Klingenberg | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 20d | ## Metadata & Market Performance - **Publisher:** Bernhard Klingenberg - **Category:** Education - **Target Audience:** Students and researchers requiring mobile tools for statistical regression analysis and data visualization. - **Platforms:** iOS - **Version Reviewed:** 3.0.0 - **Report Date:** 2026-10-24 - **Signal Count:** 4 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 1613497223 - **Bundle ID:** com.artofstat.regression - **Data Window:** Analysis based on signals collected up to 2026-10-24 ## Executive Snapshot **What it is:** Art of Stat: Regression is an educational tool for performing statistical regression modeling and data visualization on mobile devices. **Why users hire it:** It removes the friction of accessing desktop-based statistical software for quick inference tasks, allowing researchers to perform analysis in mobile-first environments. ## App DNA (Features & Intent) - **[Standard] Regression Modeling:** Fits linear, logistic, Poisson, and exponential models with parameter inference. - **[Standard] Data Visualization:** Generates scatterplots with fitted regression lines and confidence intervals. - **[Standard] Residual Analysis:** Computes and plots residuals to check model assumptions. ## Market Position {#market-position} Art of Stat: Regression occupies a niche in the Education category as a specialized statistical utility. Its value proposition is anchored in providing desktop-grade regression analysis for free, though the shift to a consolidated app platform limits its standalone market growth. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** The app is provided as a free utility to support statistical education, with the developer directing users toward a consolidated application. ## 🟢 User Sentiment (Medium Confidence: 4 of 4 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.67/5 - **Platform Split:** iOS 4.7/5 (21 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **Regression analysis tools on mobile devices provide a convenient alternative to desktop statistical software** - **Visualizations and organized data tables allow users to interpret complex statistical outputs with minimal effort** - **Screenshot and sharing features simplify the process of exporting statistical findings for external use** ## SWOT Analysis {#swot} **Core Strengths:** - Mobile-first regression modeling replaces complex desktop environments for quick statistical inference. - Clear visualization of confidence and prediction intervals enables rapid model assessment. **Growth Levers:** - Migrating the existing user base to the consolidated Art of Stat platform to capture cross-module engagement. ## What's New - **Latest (v3.0.0, 8 months ago):** Added Multiple Logistic Regression module and initiated migration to the new Art of Stat platform. ## App Momentum (Zombie) {#momentum} - Ships migration notice to consolidated app. - Last major release 8 months ago. > **Cadence:** 1 total versions · 1 majors in last 6 months · 260 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Art of Stat: Regression is an education app that is completely free. It holds a 4.67/5 rating from 21 reviews. > **Bottom Line:** Art of Stat: Regression provides a stable, high-utility tool for statistical modeling, but the migration to a consolidated platform signals that the standalone app is a legacy asset. Prioritizing the migration path for existing users will preserve the user base while reducing the maintenance burden. **Best for:** Students and researchers requiring mobile tools for statistical regression analysis and data visualization. ### PM Action Plan (Next Best Moves) - [ ] [SUNSET] Migrate remaining users to the consolidated Art of Stat app because the standalone module is in maintenance mode → reduce support overhead ### Outlook: Stable The outlook for Art of Stat: Regression is stable as it transitions into a legacy support role. The developer is consolidating resources into a broader platform, which will likely result in the eventual sunsetting of this standalone app as users migrate to the new, more comprehensive toolset. - ⚪ The latest release directs users to a consolidated platform, signaling a shift in development focus away from this standalone module. - 🟢 High user satisfaction with core regression tools indicates that the existing functionality remains valuable for this app academic audience. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.67/5 | | Total Reviews | 21 | | Sentiment | Thrilled (90/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Art of Stat: Regression** (this app) | 4.67/5 | Thrilled | Bernhard Klingenberg | | [ALPA: Lernspiele für Kinder](https://marlvel.ai/apps/alpa-lernspiele-fur-kinder) | N/A/5 | N/A | ALPA Kids OU | | [ATPdigital (Legacy)](https://marlvel.ai/apps/atpdigital-legacy) | 2.0/5 | n/a | Bristol Groundschool International Ltd | | [Catbus Student](https://marlvel.ai/apps/catbus-student) | 4.1/5 | N/A | Cohota Join Stock Company | | [Chinese Tibetan Dictionary](https://marlvel.ai/apps/chinese-tibetan-dictionary) | 5.0/5 | Thrilled | Lobsang Monlam16922404891 | | [Insights to Behavior](https://marlvel.ai/apps/insights-to-behavior) | N/A/5 | N/A | Insights to Behavior | ## Company Profile - **Developer:** Bernhard Klingenberg - **Website:** [https://artofstat.com/mobile-app](https://artofstat.com/mobile-app) ## Data Sources & Links - **App Store ID:** 1613497223 - **Dev Site:** [Official Website](https://artofstat.com/mobile-app) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*ALPA: Lernspiele für Kinder*](https://marlvel.ai/apps/alpa-lernspiele-fur-kinder) (ALPA Kids OU) · N/A Rating - [*ATPdigital (Legacy)*](https://marlvel.ai/apps/atpdigital-legacy) (Bristol Groundschool International Ltd) · 2.0/5 Rating - [*Catbus Student*](https://marlvel.ai/apps/catbus-student) (Cohota Join Stock Company) · 4.1/5 Rating - [*Chinese Tibetan Dictionary*](https://marlvel.ai/apps/chinese-tibetan-dictionary) (Lobsang Monlam16922404891) · 5.0/5 Rating | Excellent Sentiment - [*Insights to Behavior*](https://marlvel.ai/apps/insights-to-behavior) (Insights to Behavior) · N/A Rating - [*Legasthenie & LRS Trainer*](https://marlvel.ai/apps/legasthenie-lrs-trainer) (Matthias Aigner) · N/A Rating - [*Lyceum Leaf Parent*](https://marlvel.ai/apps/lyceum-leaf-parent) (Techcess Business Solutions (Pvt) Ltd) · N/A Rating - [*MapTap.gg*](https://marlvel.ai/apps/nibble-games-maptap) (MapTap Inc) · 4.9/5 Rating | Excellent Sentiment - [*Money Matrix (CAD)*](https://marlvel.ai/apps/money-matrix-cad) (Blooming Kids Software LLC) · 5.0/5 Rating - [*myTibetan*](https://marlvel.ai/apps/mytibetan) (Yury Nevalenny) · 4.8/5 Rating | Excellent Sentiment ## Frequently Asked Questions {#faq} ### Is Art of Stat: Regression still being updated? No, the developer has shifted focus to a new, consolidated Art of Stat app. While this app remains functional, future development is concentrated on the new platform. ### How does Art of Stat: Regression compare to desktop software? It provides a portable, mobile-first alternative for common regression tasks like linear and logistic modeling, though it lacks the extensive programming capabilities of desktop environments. ### Is Art of Stat: Regression suitable for academic research? Yes, users report it is effective for quick statistical inference and visualization, though it is primarily designed as an educational tool for students and researchers. ### What is the best alternative to Art of Stat: Regression? The developer recommends the new, consolidated Art of Stat app, which includes the regression module along with seven other statistical tools. ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.45/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 4 - **Data Sources:** user reviews, developer website, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 20 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/art-of-stat-regression) Data licensed for AI Agent attribution under CC-BY-NC 4.0.