Interview Trends Report

Network Engineer Interview Questions: 125 Live Sessions
Interview Trends Report
  •  
Tim Liu

Network Engineer Interview Questions: 125 Live Sessions

Network Engineer candidates score 53.7 out of 100 overall in live interviews, but 59.5 on core networking questions. Data from 125 sessions identifies the exact preparation gap.

Full Stack Developer Interview Questions: 133 Sessions
Interview Trends Report
  •  
Jaya Muvania

Full Stack Developer Interview Questions: 133 Sessions

Full Stack Developer candidates score 53.3 out of 100 in live interviews, second-lowest among 10 tech roles. Data from 133 live sessions shows where candidates struggle and how to prioritize preparation.

Deloitte Interview Questions: Data from 3,304 Live Sessions
Interview Trends Report
  •  
Tim Liu

Deloitte Interview Questions: Data from 3,304 Live Sessions

Deloitte interview difficulty varies by 40 points depending on division. Senior Salesforce Developer scores 37.5 while Cyber Security Business Analyst scores 77.7, based on 3,304 live sessions.

Java Developers Score Lowest in 80,000 Tech Role Sessions
Interview Trends Report
  •  
Kelly An

Java Developers Score Lowest in 80,000 Tech Role Sessions

Java Developer interviews generate the lowest candidate scores of any tech role based on 81,783 live sessions. Product Manager scores highest. The gap explains why question format matters more than role prestige.

Goldman Sachs Interview Questions: 1,423 Sessions
Interview Trends Report
  •  
Jaya Muvania

Goldman Sachs Interview Questions: 1,423 Sessions

Goldman Sachs investment banking candidates score the lowest of any division at 39.7, while cybersecurity roles average 67.6. Data from 1,423 live Interview CoPilot sessions.

Tech Interview Difficulty Changed in 2025: FAANG Data
Interview Trends Report
  •  
Kelly An

Tech Interview Difficulty Changed in 2025: FAANG Data

Meta interview difficulty rose sharply in 2025 while Apple got easier. Analysis of 42,472 live sessions shows the biggest year-over-year shift in big tech interview scores.

IBM Interview Questions: Data from 2,136 Live Sessions
Interview Trends Report
  •  
Tim Liu

IBM Interview Questions: Data from 2,136 Live Sessions

Final Round AI analyzed 2,136 live IBM interview sessions. DevOps Engineers are the largest role at 525 sessions with 54.9 avg. CI/CD pipeline questions score 85.0. Behavioral questions appear most frequently.

Oracle Interview Questions: Data from 1,393 Live Sessions
Interview Trends Report
  •  
Jaya Muvania

Oracle Interview Questions: Data from 1,393 Live Sessions

Final Round AI analyzed 1,393 live Oracle interview sessions and found six distinct question tracks by role. Fusion Financials Consultants averaged 70.9 while Principal Technical Staff averaged 51.1 across live sessions.

Walmart Interview Questions: Data from 1,988 Live Sessions
Interview Trends Report
  •  
Jaya Muvania

Walmart Interview Questions: Data from 1,988 Live Sessions

Final Round AI analyzed 1,988 live Walmart interview sessions and found ETL pipeline data quality is the most frequent tech question. Data Engineers average 57.8 and Software Engineers 56.9 across live sessions.

Interview Opener Questions Score 20 Points Below Technical
Interview Trends Report
  •  
Jaya Muvania

Interview Opener Questions Score 20 Points Below Technical

Interview opener questions average 42.6 out of 100, a 21.9-point gap below technical questions at 64.5. Final Round AI analyzes 816,927 live sessions to reveal the biggest score gap in interview prep.

Salesforce Interview Questions From 1,062 Live Sessions
Interview Trends Report
  •  
Kelly An

Salesforce Interview Questions From 1,062 Live Sessions

Salesforce Architect candidates score 43.2 out of 100 across 210 live sessions, 15.5 points below Salesforce Developer at 58.7. Final Round AI analyzes 1,062 Salesforce interview sessions.

Engineering Manager Interview Questions: 525 Sessions
Interview Trends Report
  •  
Jay Ma

Engineering Manager Interview Questions: 525 Sessions

Analysis of 525 live Engineering Manager interviews reveals scaling strategy questions score 42/100 while leadership questions score 75-82/100. Data from Interview Copilot sessions November 2023-May 2025.

Data Scientist Interview Questions: 4,627 Live Sessions
Interview Trends Report
  •  
Kelly An

Data Scientist Interview Questions: 4,627 Live Sessions

Analysis of 4,627 live DS interviews reveals ML design questions score 71/100 while motivation openers score 45-48/100. Data from Interview Copilot sessions November 2023-May 2025.

Software Engineer Interview Questions: 20,892 Sessions
Interview Trends Report
  •  
Tim Liu

Software Engineer Interview Questions: 20,892 Sessions

Analysis of 20,892 live SWE interviews reveals engineers score lowest on opener and motivation questions (30-41/100), not technical ones. Data from Interview Copilot sessions November 2023-May 2025.

Which Tech Roles Face System Design Interviews Most Often
Interview Trends Report
  •  
Kelly An

Which Tech Roles Face System Design Interviews Most Often

Java Developer faces system design questions more than any other tech role, at 2.4% of live interview questions. Behavioral questions outnumber system design in every other role. Data from 816,927 Interview Copilot sessions.

Netflix Interview Questions: What Live Sessions Reveal
Interview Trends Report
  •  
Kelly An

Netflix Interview Questions: What Live Sessions Reveal

Final Round AI analyzed 280 live Netflix interview sessions to reveal which questions candidates score highest and lowest on, with role-by-role data and prep strategies.

Behavioral Interview Questions Candidates Score Lowest On
Interview Trends Report
  •  
Kelly An

Behavioral Interview Questions Candidates Score Lowest On

Live data from 42,206 scored behavioral interview responses reveals the questions candidates consistently answer least completely. Deadline, conflict, and communication questions score 8 to 13 points below the behavioral average of 60.8.

ML Engineer Interview Questions: What 1,861 Sessions Reveal
Interview Trends Report
  •  
Tim Liu

ML Engineer Interview Questions: What 1,861 Sessions Reveal

Machine learning engineer interview questions analyzed across 1,861 live sessions. Google MLE scores 46.4 -- 10 points below the role average. Compare company difficulty, role scores, and year-over-year trends.

Data Engineer Interview Questions: 566 Sessions Analyzed
Interview Trends Report
  •  
Tim Liu

Data Engineer Interview Questions: 566 Sessions Analyzed

Data Engineer and Software Engineer interviews score within 1 point of each other. Analysis of 566 live DE sessions and 14,096 questions reveals which technical topics score highest and where candidates struggle most.

Meta Interview Questions: What 3,220 Live Sessions Reveal
Interview Trends Report
  •  
Kelly An

Meta Interview Questions: What 3,220 Live Sessions Reveal

Meta interview questions from 3,220 live sessions: conflict resolution is the most asked behavioral category, University Grad SWEs score 10.5 points below experienced engineers, and Product Managers score highest.

Security Engineer Interview Questions: 166 Live Sessions
Interview Trends Report
  •  
Kelly An

Security Engineer Interview Questions: 166 Live Sessions

Security engineers score 55.3 out of 100 across 166 live interview sessions. This data report covers the most common questions, company-by-company difficulty scores, and where candidates score below average.

Apple Interview Questions: What 4,528 Live Sessions Reveal
Interview Trends Report
  •  
Kelly An

Apple Interview Questions: What 4,528 Live Sessions Reveal

Apple interview questions analyzed across 4,528 live sessions. Shows difficulty by role, how Apple compares to Google, and the questions that get asked most.

Data Analyst Interview Questions: What 195 Sessions Reveal
Interview Trends Report
  •  
Jaya Muvania

Data Analyst Interview Questions: What 195 Sessions Reveal

Data analyst interview questions ranked by frequency and difficulty from 195 live sessions. Behavioral questions score 62.9; Python questions score 52.6; Tableau and Power BI dominate the most-asked question list.

The Interview Questions Candidates Score Worst On: Live Data
Interview Trends Report
  •  
Jaya Muvania

The Interview Questions Candidates Score Worst On: Live Data

Which interview questions do candidates score worst on? Based on 25,753 live sessions: motivational questions like 'Why did you choose that major?' (38.5/100) and 'Why do you want this job?' (43.9/100) score far below the 53.8 dataset average.