What AI says about Council on Integrity in Results Reporting (CIRR)
Since Jul 5Updated Oct 27, 2026Based on 48,700 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Council on Integrity in Results Reporting (CIRR) is a standard and non-profit organization that provides audited, third-party verified education outcomes data for schools and coding bootcamps. It comes up when prospective students seek to compare actual job placement rates against marketing claims or identify programs with independent verification.
Mentioned in
1%
of AI answers about Council on Integrity in Results Reporting (CIRR) and its rivals
The market map
Online Coding BootcampsMentioned in
- #1SpringboardMentioned in 32%Avg. position 4.0
- #2CodesmithMentioned in 29%Avg. position 3.5
- #3Flatiron SchoolMentioned in 25%Avg. position 4.3
- #4General AssemblyMentioned in 23%Avg. position 4.7
- #5tiedTech ElevatorMentioned in 17%Avg. position 3.6
- #5tiedApp AcademyMentioned in 16%Avg. position 4.2
- #7tiedTripleTenMentioned in 15%Avg. position 4.2
- #7tiedHack ReactorMentioned in 14%Avg. position 4.2
- #9tiedFullstack AcademyMentioned in 13%Avg. position 4.5
- #9tiedCouncil on Integrity in Results Reporting (CIRR)Mentioned in 12%Avg. position 3.1
- #11CareerFoundryMentioned in 11%Avg. position 4.2
- #12tiedfreeCodeCampMentioned in 8%Avg. position 5.1
- #12tiedThe Odin ProjectMentioned in 8%Avg. position 4.8
- #12tiedLinkedInMentioned in 7%Avg. position 4.3
Where Council on Integrity in Results Reporting (CIRR) ranks in AI
MarketRank · Mentioned in
- Online Coding BootcampsAI picks Springboard most32%#9 of 746tied · 12%
- University-Affiliated Coding BootcampsAI picks Fullstack Academy most61%#11 of 155tied · 7%
- Financing Options for Coding BootcampsAI picks App Academy and 1 more about as often52%#48 of 72tied · 1%
- Tech Career Bootcamps & CertificationsAI picks Springboard most23%#65 of 846tied · 2%
Topics where AI mentions Council on Integrity in Results Reporting (CIRR)
TopicMentioned in · on this topicRank
- Financing methods for online coding bootcampsFinancing Options for Coding Bootcamps3%Rank #7tied#7tied
- Web development and data science bootcamps with career guidance
- Career change certifications
- Data science training programs
- AI picks mostMentioned in
- How can a student compare the actual job placement rates of various coding bootcamps vs marketing claims on their websites?on this questionAI picks Council on Integrity in Results Reporting (CIRR) most98%
Excerpts where Council on Integrity in Results Reporting (CIRR) appeared in the AI's answer
ChatGPTSep 17, 2026, ChatGPT For coding bootcamps, one useful source is the Council on Integrity in Results Reporting (CIRR).
ChatGPTSep 13, 2026, ChatGPT The Council on Integrity in Results Reporting (CIRR), for example, publishes standardized outcomes such as graduation rates, employment outcomes, salary data, and time-to-employment metrics.
- How can a student compare the effectiveness of career services like resume review, mock interviews, and employer introductions across bootcamps?on this questionAI picks Council on Integrity in Results Reporting (CIRR) most63%
- How should a working professional compare full-time immersive bootcamps vs part-time, self-paced programs in terms of time-to-hire and outcomes?on this questionAI picks Course Report and 4 more about as often33%
Excerpts where Council on Integrity in Results Reporting (CIRR) appeared in the AI's answer
ChatGPTSep 21, 2026, ChatGPT For example, the Council on Integrity in Results Reporting (CIRR) reports graduation, employment, salary, and time-to-employment metrics and includes both full-time and part-time programs in its school data.
ChatGPTAug 28, 2026, ChatGPT A useful benchmark is the Council on Integrity in Results Reporting (CIRR), which reports graduation, employment at defined intervals, salary, and time-to-employment
- How should a prospective student compare bootcamps aligned with specific employers (partner programs) vs more general-purpose ones?on this questionAI picks Council on Integrity in Results Reporting (CIRR) most37%
Excerpts where Council on Integrity in Results Reporting (CIRR) appeared in the AI's answer
ChatGPTOct 14, 2026, ChatGPT Look for independently verified outcomes where available, including reports from the Council on Integrity in Results Reporting (CIRR).
ChatGPTSep 22, 2026, ChatGPT The Council on Integrity in Results Reporting (CIRR), for example, emphasizes standardized reporting, tracking the full enrolled population, and independent verification of outcomes.
- How should a student choose between two bootcamps when one has stronger brand recognition but weaker current curriculum reviews?on this questionAI picks LinkedIn most31%
Excerpts where Council on Integrity in Results Reporting (CIRR) appeared in the AI's answer
ChatGPTOct 16, 2026, ChatGPT For coding bootcamps, the Council on Integrity in Results Reporting (CIRR) is one resource for standardized outcomes reporting.
Google AI ModeJul 19, 2026, Google AI Mode Look for data from the Council on Integrity in Results Reporting (CIRR) to compare true job placement rates
- How can a student compare alumni reviews across different bootcamps while filtering out outdated or sponsored testimonials?on this questionAI picks Course Report and 2 more about as often53%
Excerpts where Council on Integrity in Results Reporting (CIRR) appeared in the AI's answer
ChatGPTSep 17, 2026, ChatGPT For coding bootcamps, Council on Integrity in Results Reporting (CIRR) publishes standardized information including graduation, employment, salary, and time-to-employment measures for participating schools.
Google AI ModeSep 5, 2026, Google AI Mode Look for programs reporting through the Council on Integrity in Results Reporting (CIRR)
How AI describes Council on Integrity in Results Reporting (CIRR)
Common descriptions
standardized · transparent · useful · audited · independent · verified
Tone of AI’s statements about Council on Integrity in Results Reporting (CIRR)
- Positive43%
- Neutral56%
- Mixed0%
- Negative1%
Question: How should a student compare bootcamps that focus on JavaScript/Node vs Python-based stacks for long-term career flexibility?
ChatGPTOct 25, 2026
The Council on Integrity in Results Reporting (CIRR) publishes standardized bootcamp outcomes
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: How should a student compare bootcamps that promise “job guarantees” and tuition refunds vs those without such guarantees?
Google AI ModeSep 8, 2026
Check if the bootcamp publishes transparent, audited graduate outcomes through the Council on Integrity in Results Reporting (CIRR) or independent third-party auditors.
ChatGPTOct 25, 2026
The Council on Integrity in Results Reporting (CIRR) is a useful starting point for standardized bootcamp outcomes.
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPTAsk ChatGPT yourself (opens in a new tab)
How prominently AI mentions Council on Integrity in Results Reporting (CIRR)
Position in answers
- Named first58%
- 2nd or 3rd19%
- Later23%
Each engine’s share of its own answers across Council on Integrity in Results Reporting (CIRR)’s markets
- ChatGPT1%
- Google AI Mode<1%
Insights for Council on Integrity in Results Reporting (CIRR)
Since Jul 5
Gap between platforms: The platform gap for Council on Integrity in Results Reporting (CIRR) in Online Coding Bootcamps narrowed to 3.8 points, ChatGPT Search ahead
ChatGPTChatGPT15%Google AI ModeGoogle AI Mode11%
Other brands in Tech Career Bootcamps & Certifications
Sources AI cites
cirr.org 53%Other sites 47%
- Your site53%
- Explore Verified Coding Bootcamp Outcomes | CIRR Reports (opens in a new tab) · 20%
- Make Informed Decisions About Bootcamps | CIRR for Students (opens in a new tab) · 13%
- Council on Integrity in Results Reporting (CIRR) | Transparent Bootcamp Outcomes (opens in a new tab) · 11%
- CIRR Reporting Standards | Setting the Benchmark for Tech Education Transparency (opens in a new tab) · 5%
- Join CIRR | Transparent Reporting for Coding Bootcamps (opens in a new tab) · 3%
- Explore Verified Coding Bootcamp Outcomes | CIRR Reports (opens in a new tab) · 2%
- Council on Integrity in Results Reporting (CIRR) (opens in a new tab) · <1%
- 5%
- Why Aren't Bootcamps Accredited? | ComputerScience.org (opens in a new tab) · 2%
- CIRR-Verified Bootcamps | ComputerScience.org (opens in a new tab) · 2%
- Comparing University Bootcamps vs. Independent Bootcamps | ComputerScience.org (opens in a new tab) · 2%
- Compare Types of Coding Bootcamps | ComputerScience.org (opens in a new tab) · <1%
- How to Choose a Bootcamp | ComputerScience.org (opens in a new tab) · <1%
- Why Choose a Bootcamp? | ComputerScience.org (opens in a new tab) · <1%
- 3%
- ROI of Coding Bootcamps: How Fast Can You Get Hired In 2026? (opens in a new tab) · 2%
- Metana: Coding Bootcamp | Software, Web3 & Cyber (opens in a new tab) · 1%
- 7 Online Coding Bootcamps with High Job Placement Rates 2026 (opens in a new tab) · <1%
- How to Choose the Best Coding Bootcamp: Do's and Don'ts (opens in a new tab) · <1%
- 7 Online Coding Bootcamps with High Job Placement Rates 2026 (opens in a new tab) · <1%
- 3%
- Coding Bootcamps With Job Placements: Updated 2025 Guide (opens in a new tab) · 1%
- Do Coding Bootcamps Get You Jobs? Success Rates and Hiring Trends (opens in a new tab) · 1%
- How to Choose a Coding Bootcamp (opens in a new tab) · <1%
- State of the Bootcamp Market Report: 2024 Statistics and Share Analysis % (opens in a new tab) · <1%
- Accredited Coding Bootcamps to Strongly Consider (opens in a new tab) · <1%
- Cheapest Coding Bootcamps to Consider Today (opens in a new tab) · <1%
- Top Coding Bootcamps With Job Guarantees in 2025 (opens in a new tab) · <1%
- 2%
- 2027 Educational Policy Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? | Research.com (opens in a new tab) · <1%
- 2026 Information Systems Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 Software Engineering Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 Analytics Degree vs Bootcamp vs Certificate - Research.com (opens in a new tab) · <1%
- 2026 Entertainment Business Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 Human Resource Management Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 Retail Management Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 Social Media Degree vs Bootcamp vs Certificate: Which Path Leads to Better Career Outcomes? (opens in a new tab) · <1%
- 2026 How to Choose the Right ABSN Program (opens in a new tab) · <1%
- 2027 Online Coding Bootcamp with Job Placement: Career Guide for Students and Graduates | Research.com (opens in a new tab) · <1%
- 2%
- Coding Bootcamps in 2026: Your Complete Guide | Course Report (opens in a new tab) · 1%
- CIRR: Standardized Job Placement Data from Coding Bootcamps (opens in a new tab) · <1%
- 19 Best Coding Bootcamps for Job Placement | Course Report (opens in a new tab) · <1%
- Are Data Science Bootcamps Worth It? | Course Report (opens in a new tab) · <1%
- Career Services at College vs Coding Bootcamp | Course Report (opens in a new tab) · <1%
- Guide to 7 Coding Bootcamps with Job Guarantees | Course Report (opens in a new tab) · <1%
- How to Get Work Experience Before You Graduate from Coding Bootcamp (opens in a new tab) · <1%
- 2%
- Single mom sues coding boot camp over job placement rates (opens in a new tab) · 1%
- Soooo… Are there any good boot camps? (opens in a new tab) · <1%
- CIRR website went offline on April 5th, 2025. 2023 results never published. Very sad to see it end like this instead of wrapping up with a goodbye, but it's another sign that the current bootcamp era (12 weeks to a $100K job) is over, and the start of a new one is beginning. (opens in a new tab) · <1%
- Bootcamp success rate (opens in a new tab) · <1%
- How do you determine if a bootcamp is legit and worth it? (opens in a new tab) · <1%
- How can you tell if a bootcamp is actually good or just shitty marketing? (opens in a new tab) · <1%
- Do coding bootcamps misrepresent the job market, leading students to unrealistic expectations about their future careers? (opens in a new tab) · <1%
- Can any coding bootcamp alumni share their experience job searching? (opens in a new tab) · <1%
- 2%
- Best Machine Learning Bootcamps – Forbes Advisor (opens in a new tab) · <1%
- Best Affordable Coding Bootcamps Online Of 2025 – Forbes Advisor (opens in a new tab) · <1%
- Best Coding Bootcamps Available Online – Forbes Advisor (opens in a new tab) · <1%
- Best Coding Bootcamps With Job Guarantees Of 2026 - Forbes (opens in a new tab) · <1%
- Best Online Data Science Bootcamps – Forbes Advisor (opens in a new tab) · <1%
- Best Online IT Bootcamps Of 2026 – Forbes Advisor (opens in a new tab) · <1%
- Best Digital Marketing Bootcamps Of 2026 – Forbes Advisor (opens in a new tab) · <1%
- Tech Bootcamps With Job Guarantees: Everything You Need To Know – Forbes Advisor (opens in a new tab) · <1%
- 2%
- How Leading Coding Bootcamps Drive Job Placement Outcomes - Tech Elevator (opens in a new tab) · 1%
- Choosing a Coding Bootcamp? Here Are 5 Helpful Things You Need to Know - Tech Elevator (opens in a new tab) · <1%
- Leveling The Playing Field: Graduate Degrees Vs. Coding Bootcamps (opens in a new tab) · <1%
- 1%
- 25 Best Coding Bootcamps in 2026: Rankings, Cost & Job Outcomes | Hakia (opens in a new tab) · <1%
- Are Coding Bootcamps Worth It in 2026? ROI Data & Honest Analysis | Hakia (opens in a new tab) · <1%
- Coding Bootcamp ROI Analysis: Is It Worth $15K? (2024 Salary Data) | Hakia (opens in a new tab) · <1%
- Tech Bootcamps: Compare Programs 2026 | Hakia (opens in a new tab) · <1%
- Best Data Science Bootcamps 2026 | Hakia (opens in a new tab) · <1%
- 25 Best Coding Bootcamps in 2026: Rankings, Cost & Job Outcomes | Hakia (opens in a new tab) · <1%
The page AI cites most for Council on Integrity in Results Reporting (CIRR)
