Interview Trends Report

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.

Business Analyst Interview Questions: Ranked by Difficulty
Interview Trends Report
  •  
Jaya Muvania

Business Analyst Interview Questions: Ranked by Difficulty

Final Round AI analyzed 7,823 scored responses from 310 Business Analyst sessions. Technical questions (SQL, Power BI) score 54.7 vs. 62.2 for process questions. See why BA scores are declining and how to prepare.

Java Developer Interview Questions: Ranked by Difficulty
Interview Trends Report
  •  
Jaya Muvania

Java Developer Interview Questions: Ranked by Difficulty

Final Round AI analyzed 5,248 scored interview responses from 209 Java Developer sessions. Java Developers average 52.8 out of 100, the lowest of 12 major tech roles. See which questions appear most often and how to prepare.

Amazon Interview Questions: What 856 Live Sessions Reveal
Interview Trends Report
  •  
Jaya Muvania

Amazon Interview Questions: What 856 Live Sessions Reveal

Analysis of 856 live Amazon interview sessions and 18,932 question records shows 'Why Amazon?' is the most asked and lowest scoring question at 41.3/100. Technical ML questions score 70-85/100. Data covers SWE, PM, Data Scientist, and Security Engineer roles.

QA Engineer Interview Questions: Data From 305 Live Sessions
Interview Trends Report
  •  
Jaya Muvania

QA Engineer Interview Questions: Data From 305 Live Sessions

What do QA Engineer interviewers actually ask? Data from 305 live sessions shows career openers score 47.1 on average while technical scenarios score 75.0.

Google Interview Questions: What 949 Live Sessions Reveal
Interview Trends Report
  •  
Kelly An

Google Interview Questions: What 949 Live Sessions Reveal

What questions does Google actually ask in interviews? Analysis of 949 live Interview CoPilot™ sessions reveals that behavioral questions dominate, motivation questions score lowest (43.7/100), and Google candidates average 56.9 — above the dataset average.

Microsoft Interview Questions: 4,921 Live Sessions Reveal
Interview Trends Report
  •  
Kelly An

Microsoft Interview Questions: 4,921 Live Sessions Reveal

Microsoft interviews average 57.8 out of 100 across 4,921 live sessions. The Growth Mindset question is the most-asked specific question and averages 51.7, making it the highest-frequency underperformer in the dataset.

Consulting Firm Interviews: What 16,898 Sessions Reveal
Interview Trends Report
  •  
Kelly An

Consulting Firm Interviews: What 16,898 Sessions Reveal

Capgemini (51.2) and Accenture (51.8) candidates score lowest of 7 consulting firms across 16,898 live sessions. IBM highest at 56.5. Deloitte, PwC, EY cluster at 54.5 to 54.8. The gap reflects preparation differences, not question difficulty.

DevOps Interview Questions: What 563 Live Sessions Reveal
Interview Trends Report
  •  
Tim Liu

DevOps Interview Questions: What 563 Live Sessions Reveal

Analysis of 563 live DevOps Engineer interview sessions shows behavioral questions score 51.7 out of 100, nearly 12 points below Kubernetes at 63.5. This report shows exactly where DevOps candidates struggle and what to do about it.

Which Tech Role Has the Hardest Interviews: Data from 83,000 Live Sessions
Interview Trends Report
  •  
Kelly An

Which Tech Role Has the Hardest Interviews: Data from 83,000 Live Sessions

Which tech role has the hardest interviews? Final Round AI analyzed 83,421 live sessions. iOS Developer (50.6) scores lowest. Product Manager (59.0) scores highest. Software Engineer scores declining.

Where Do Candidates Struggle Most? Tech Company Interview Rankings from 59,000 Live Sessions
Interview Trends Report
  •  
Kelly An

Where Do Candidates Struggle Most? Tech Company Interview Rankings from 59,000 Live Sessions

Which tech companies produce the lowest candidate answer scores in live interviews? Final Round AI analyzed 59,505 sessions. Salesforce (50.7) and Oracle (51.5) rank lowest. Google (56.8) and Amazon (57.5) sit near the average.

Which Product Manager Interview Questions Score Lowest? Data from 10,000+ Live Sessions
Interview Trends Report
  •  
Kelly An

Which Product Manager Interview Questions Score Lowest? Data from 10,000+ Live Sessions

Data from 10,374 live PM interview responses shows behavioral questions score highest (67.7/100) while metrics/analytics score lowest (65.8/100). Amazon PM sessions outscore Google across 1,300+ classified responses.

Which Interview Question Type Do Candidates Score Lowest On? Data from 38,000+ Live Sessions
Interview Trends Report
  •  
Kelly An

Which Interview Question Type Do Candidates Score Lowest On? Data from 38,000+ Live Sessions

Data from 816,927 live interview sessions shows technical coding questions receive the least complete verbal explanations (61.1/100 avg), while system design questions score highest at 65.3/100 across 38,183 classified sessions. Company breakdown for Amazon, Google, and Meta included.

Which Finance Company Has the Hardest Interviews? Data from 9,494 Live Sessions
Interview Trends Report
  •  
Kelly An

Which Finance Company Has the Hardest Interviews? Data from 9,494 Live Sessions

We analyzed 9,494 live interview sessions across six major finance companies. Wells Fargo candidates score highest at 58.1/100. Goldman Sachs Investment Banking Associates score lowest at 39.7. Here is what the data reveals about preparing for a finance interview.

Data Engineering Interview Questions: What 15,000 Live Sessions Reveal
Interview Trends Report
  •  
Tim Liu

Data Engineering Interview Questions: What 15,000 Live Sessions Reveal

Analysis of 15,000+ live data engineering interview sessions through Final Round AI's Interview CoPilot™ reveals that Azure data engineers score 11 points below general data engineering roles, and Snowflake fundamentals are the biggest knowledge gap.