{"schemaVersion":1,"exam":{"slug":"series-7","internalSlug":"series_7","shortName":"Series 7","fullName":"Series 7 General Securities Representative Exam"},"title":"Series 7 Exam Difficulty Report: What Practice Data Shows","description":"Aggregate, privacy-safe Series 7 practice data: hardest qualifying topics and questions, section miss rates, and authored-versus-observed difficulty where sample thresholds are met.","url":"https://luckythebanker.com/data/series-7-difficulty-report","jsonUrl":"https://luckythebanker.com/data/series-7-difficulty-report/report.json","generatedAt":"2026-08-03T03:35:58.241Z","dataThrough":"2026-07-31","methodology":"Computed from aggregate Lucky the Banker practice-answer records joined to the checked-in Series 7 question bank. Answer records and distinct users are reported separately. Rankings require at least 10 answer records and 5 distinct users per question, or 30 answer records and the same user minimum per topic or section. Rows without a user ID, rows not matching the current question bank, and configured internal or QA accounts are excluded. No names, emails, user IDs, session histories, or per-user results are published. Small samples are withheld, not extrapolated.","bank":{"totalQuestions":1565,"sections":4,"topics":1383},"performance":{"dataThrough":"2026-07-31","answerRecordsAnalyzed":826,"distinctUsers":8,"questionsWithData":613,"questionsRanked":0,"topicsRanked":0,"sectionsRanked":4,"excludedAnswerRecords":0,"overallMissRatePct":16.5,"minimums":{"globalDistinctUsers":5,"questionAnswerRecords":10,"topicAnswerRecords":30,"calibrationAnswerRecords":30,"distinctUsersPerRanking":5},"hardestQuestions":[],"hardestTopics":[],"hardestSections":[{"section":4,"key":"section-4","name":"Order Processing & Trade Settlement","drillPath":"/questions/series-7/topic/section-4","answerRecords":65,"distinctUsers":5,"questionsWithData":51,"missRatePct":20},{"section":3,"key":"section-3","name":"Investment Information & Recommendations","drillPath":"/questions/series-7/topic/section-3","answerRecords":502,"distinctUsers":8,"questionsWithData":382,"missRatePct":18.7},{"section":1,"key":"section-1","name":"Seeks Business for the Broker-Dealer","drillPath":"/questions/series-7/topic/section-1","answerRecords":175,"distinctUsers":7,"questionsWithData":113,"missRatePct":14.9},{"section":2,"key":"section-2","name":"Opens & Maintains Customer Accounts","drillPath":"/questions/series-7/topic/section-2","answerRecords":84,"distinctUsers":7,"questionsWithData":67,"missRatePct":3.6}],"calibration":[{"authoredDifficulty":"easy","answerRecords":234,"distinctUsers":7,"missRatePct":15.4},{"authoredDifficulty":"medium","answerRecords":410,"distinctUsers":8,"missRatePct":14.9},{"authoredDifficulty":"hard","answerRecords":182,"distinctUsers":7,"missRatePct":21.4}]}}