RRepoGEO

REPOGEO REPORT · LITE

firmai/data-science-career

Default branch master · commit 80f948aa · scanned 5/12/2026, 1:04:11 PM

GitHub: 1,006 stars · 148 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface firmai/data-science-career, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening paragraph to emphasize 'repository'

    Why:

    CURRENT
    # Data Science and Machine Learning Career

This repo is designed to give prospective analytical employees some additional information that might help with the job search.
    COPY-PASTE FIX
    # The Definitive Data Science & Machine Learning Career Resource Repository

This repository provides a comprehensive, community-curated collection of resources, platforms, and insights to guide aspiring and current analytical professionals through their data science, machine learning, big data, and business analytics career journey.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file in the root directory of the repository. For example, choose a permissive license like MIT and add the standard MIT license text.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant homepage URL to the repository's About section. If there's a project website, blog post, or a specific landing page for these resources, link it here. Otherwise, consider linking to a relevant section of the Firmai website or a dedicated project page.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface firmai/data-science-career
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kaggle
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kaggle · recommended 1×
  2. Coursera · recommended 1×
  3. edX · recommended 1×
  4. LinkedIn Learning · recommended 1×
  5. Towards Data Science · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive career resources for machine learning and data science roles?
    you: not recommended
    AI recommended (in order):
    1. Kaggle
    2. Coursera
    3. edX
    4. LinkedIn Learning
    5. Towards Data Science
    6. DataCamp
    7. LeetCode
    8. HackerRank
    9. Google AI Blog
    10. Facebook AI Blog
    11. OpenAI Blog

    AI recommended 11 alternatives but never named firmai/data-science-career. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good platforms to research data science job market trends and compensation?
    you: not recommended
    AI recommended (in order):
    1. Levels.fyi
    2. Glassdoor
    3. LinkedIn Salary
    4. Payscale.com
    5. Salary.com
    6. Kaggle Surveys
    7. Hired.com

    AI recommended 7 alternatives but never named firmai/data-science-career. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of firmai/data-science-career?
    pass
    AI did not name firmai/data-science-career — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts firmai/data-science-career in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firmai/data-science-career explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo firmai/data-science-career solve, and who is the primary audience?
    pass
    AI did not name firmai/data-science-career — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of firmai/data-science-career. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
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