--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "CollegeData" developer_entity: "1st Financial Bank USA" bundle_id: "com.onefbusa.cd" app_store_id: "1444423749" category: "Education" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-09-17" report_date: "2026-09-20" last_verified: "2026-09-20T00:00:00.000Z" report_version: "1.16.0" total_reviews: 164 overall_rating: 4.2 sentiment: "Mixed" sentiment_score: 55 confidence: "medium" confidence_score: 0.45 top_praise_theme: "Students find the college tracking and scholarship search tools helpful for organizing their future education plans" top_complaint_theme: "Users report the admissions calculator uses rigid GPA logic that fails to account for diverse grading scales" review_sample_size: 39 total_review_count: 39 analyzed_review_count: 39 data_age_days: 28 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["education", "free", "mixed sentiment", "mobile app", "app review", "app analysis", "school", "students", "their"] canonical_url: "https://marlvel.ai/apps/collegedata" license: "CC-BY-NC 4.0" content_version: "v2" --- # CollegeData Intelligence Report ## TL;DR {#tldr} - **Category**: Education · Free - **Signal**: Rating 4.22 · Sentiment Mixed - **Recent focus**: Users report the admissions calculator uses rigid GPA logic that fails to account for diverse grading scales (top complaint) · Students find the college tracking and scholarship search tools helpful for organizing their future education plans (top praise) > **TL;DR:** CollegeData is a education app by 1st Financial Bank USA, rated 4.22/5 by 164 users, with Mixed user sentiment (55/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** CollegeData shows Mixed sentiment (4.22/5 from 164 reviews) - users praise students find the college tracking and scholarship search tools helpful for organizing their future education plans but report issues with users report the admissions calculator uses rigid gpa logic that fails to account for diverse grading scales. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.22/5 (164 reviews) | | **User Mood** | Mixed | | **Category** | Education | | **Developer** | 1st Financial Bank USA | | **Pricing** | Free | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 28d | ## Metadata & Market Performance - **Publisher:** 1st Financial Bank USA - **Category:** Education - **Target Audience:** High school students and their families navigating the college search, application, and financial planning process. - **Platforms:** iOS & Android - **Version Reviewed:** 1.16.0 - **Report Date:** 2026-09-20 - **Signal Count:** 39 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 1444423749 - **Bundle ID:** com.onefbusa.cd - **Google Play ID:** com.onefbusa.cd - **Data Window:** Analysis based on signals collected up to 2026-09-20 ## Executive Snapshot **What it is:** CollegeData is an education utility for high school students to research colleges, track applications, and find scholarships on iOS and Android. **Why users hire it:** The platform removes the cognitive cost of manual college research by aggregating 2,000+ profiles and financial aid data into a single, persistent dashboard. ## App DNA (Features & Intent) - **[Standard] College Search Tool:** Search and compare over 2,000 college profiles using filters like location, cost, and financial aid availability. Revenue link: B2B partnership positioning the developer as a financial service provider. * *User Intent:* Users want to quickly find relevant content or features. - **[Differentiator] College Chances Calculator:** Estimates admission probability by comparing user GPA and test scores against recently enrolled freshmen data. Revenue link: High-utility retention tool. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Scholarship Finder:** Database of thousands of scholarship awards from private, corporate, and government sources. Revenue link: Retention loop for long-term usage. - **[Standard] Personal Dashboard:** Tracks application deadlines, academic credentials, and test scores in a centralized view. Revenue link: Persistent user habit formation. * *User Intent:* Users want visibility into their own performance and progress. ## Market Position {#market-position} CollegeData serves a niche audience of college-bound students, maintaining a stable but low-velocity presence with 164 total ratings across platforms. The lack of recent major feature updates suggests a maintenance-only posture that prioritizes brand presence over competitive growth. ## Monetization Strategy - **Model:** Free - **Tiers:** Fully free access to all tools and resources - **Analysis:** The app operates as a free, non-monetized utility provided by 1st Financial Bank USA to build brand affinity and acquire banking customers. ## 🟡 User Sentiment (Medium Confidence: 39 of 39 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.22/5 - **Platform Split:** iOS 3.3/5 (6 ratings) | Android 4.3/5 (158 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Students find the college tracking and scholarship search tools helpful for organizing their future education plans** - **The interface provides a straightforward experience that makes navigating college information accessible for new users** ### Top Complaints (Impact Areas) - **Users report the admissions calculator uses rigid GPA logic that fails to account for diverse grading scales** ## SWOT Analysis {#swot} **Core Strengths:** - College Chances calculator provides a high-utility retention mechanism throughout the multi-month application cycle. **Growth Levers:** - Integrating international college data would address a recurring user request and expand the total addressable market. ## What's New - **Latest (v1.16.0, 4 days ago):** General maintenance release focused on minor improvements and bug fixes. ## App Momentum (Maintenance) {#momentum} - Ships bug fixes only, maintenance cadence. - Last major release over 3 months ago. > **Cadence:** 2 total versions · 0 majors in last 6 months · 4 days since last update · 90 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} CollegeData is an education app that is completely free. With a 4.22/5 rating from 164 reviews, it shows mixed user reception. > **Bottom Line:** Addressing the session management and GPA logic errors would resolve the primary churn drivers identified in user feedback. Fixing these technical hurdles is necessary to maintain the platform's utility as a reliable college planning resource. **Best for:** High school students and their families navigating the college search, application, and financial planning process. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Fix session management because login loops are the #1 reported technical barrier to core utility → increase daily active usage. ### Outlook: Stable The college planning market is consolidating around platforms that offer more flexible, data-rich admissions tools. CollegeData's maintenance-only posture leaves it exposed to competitors who can better adapt to diverse student needs, which will likely lead to further erosion of its user base if technical friction persists. - 🔴 Persistent login loops and profile errors in the latest release erode user trust, which compounds the existing rating drag on iOS. - ⚪ The maintenance-only release cadence suggests the developer is prioritizing brand presence over active feature expansion, limiting the platform's ability to compete. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.22/5 | | Total Reviews | 164 | | Sentiment | Mixed (55/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS & Android | | Key Features | 4 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **CollegeData** (this app) | 4.22/5 | Mixed | 1st Financial Bank USA | | [Catbus Student](https://marlvel.ai/apps/catbus-student) | 4.3/5 | N/A | Cohota Join Stock Company | | [Money Matrix (CAD)](https://marlvel.ai/apps/money-matrix-cad) | 5.0/5 | N/A | Blooming Kids Software LLC | | [Quran Treasure Island for Kids](https://marlvel.ai/apps/quran-treasure-island-for-kids) | 4.9/5 | Mixed | Akeela Manekia | | [Valencia College - MyVC](https://marlvel.ai/apps/valencia-college-myvc) | 5.0/5 | N/A | Valencia College | | [Verbi: Learn a New Language](https://marlvel.ai/apps/verbi-learn-a-new-language) | 4.3/5 | n/a | ACADIA LABS INC. | ## Company Profile - **Developer:** 1st Financial Bank USA ## Data Sources & Links - **App Store ID:** 1444423749 - **Google Play ID:** com.onefbusa.cd - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*Catbus Student*](https://marlvel.ai/apps/catbus-student) (Cohota Join Stock Company) · 4.3/5 Rating - [*Money Matrix (CAD)*](https://marlvel.ai/apps/money-matrix-cad) (Blooming Kids Software LLC) · 5.0/5 Rating - [*Quran Treasure Island for Kids*](https://marlvel.ai/apps/quran-treasure-island-for-kids) (Akeela Manekia) · 4.9/5 Rating - [*Valencia College - MyVC*](https://marlvel.ai/apps/valencia-college-myvc) (Valencia College) · 5.0/5 Rating - [*Verbi: Learn a New Language*](https://marlvel.ai/apps/verbi-learn-a-new-language) (ACADIA LABS INC.) · 4.3/5 Rating - [*자주 틀리는 우리말*](https://marlvel.ai/apps/app--424) (DaolSoft, Co., Ltd.) · N/A Rating - [*달공부 - 한 달 공부 다이어리 + 루틴/공부 타이머*](https://marlvel.ai/apps/azlabs-dalstudy) (SuWon Choi) · N/A Rating - [*타요콘 - 타요 아바타 놀이동화*](https://marlvel.ai/apps/com-kigle-project-tayocon) (KIGLE) · 3.1/5 Rating - [*천자문 워치*](https://marlvel.ai/apps/app--385) (kim juyoung) · N/A Rating - [*천자문 공부 도우미*](https://marlvel.ai/apps/app--382) (kim juyoung) · 5.0/5 Rating ## Frequently Asked Questions {#faq} ### Is CollegeData free to use? Yes, CollegeData is a free utility provided by 1st Financial Bank USA to help students prepare for college, with no subscription or hidden fees. ### Does CollegeData work for international colleges? Currently, the database is limited to United States institutions, though users have requested the inclusion of international colleges. ### Why is the GPA calculator not accepting my grades? Users report that the GPA calculator uses rigid logic that may not handle certain unweighted or multi-digit GPA scales correctly. ## 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:** 39 - **Data Sources:** user reviews, 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:** 28 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/collegedata) Data licensed for AI Agent attribution under CC-BY-NC 4.0.