job_title stringclasses 96
values | skills listlengths 2 5 | experience_years int64 0 15 | job_type stringclasses 5
values | num_questions int64 3 43 | input stringlengths 166 266 | output dict |
|---|---|---|---|---|---|---|
Accountant | [
"Auditing",
"GAAP",
"Bookkeeping"
] | 3 | Contract | 16 | Generate 16 aptitude questions for a Accountant (Contract) with 3 years of experience. Required skills: Auditing, GAAP, Bookkeeping. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes liquidity?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Ease of converting to cash",
"B": "Profit margin",
"C": "Debt ratio only",
... |
Accountant | [
"Excel",
"Financial Reporting"
] | 0 | Full-Time | 11 | Generate 11 aptitude questions for a Accountant (Full-Time) with 0 years of experience. Required skills: Excel, Financial Reporting. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define gross margin?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Revenue minus cost of goods sold",
"B": "Net income only",
"C": "Cash flow",
"D": "Tax rat... |
Accountant | [
"Taxation",
"GAAP"
] | 15 | Part-Time | 16 | Generate 16 aptitude questions for a Accountant (Part-Time) with 15 years of experience. Required skills: Taxation, GAAP. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain VaR?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Value at Risk",
"B": "Variable annual revenue",
"C": "Verified audit report",
"D": "Virtual asset ra... |
Accountant | [
"Taxation",
"GAAP",
"Auditing",
"Financial Reporting",
"Excel"
] | 15 | Full-Time | 17 | Generate 17 aptitude questions for a Accountant (Full-Time) with 15 years of experience. Required skills: Taxation, GAAP, Auditing, Financial Reporting, Excel. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define cash flow statement?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Reports cash inflows and outflows",
"B": "Balance sheet",
"C": "Org chart",
"D": "S... |
Accountant | [
"Excel",
"Bookkeeping",
"Financial Reporting",
"Auditing",
"Taxation"
] | 0 | Contract | 17 | Generate 17 aptitude questions for a Accountant (Contract) with 0 years of experience. Required skills: Excel, Bookkeeping, Financial Reporting, Auditing, Taxation. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain amortization?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Spread intangible asset cost over time",
"B": "Daily stock price",
"C": "Salary bonus",
"D"... |
Administrative Assistant | [
"Document Preparation",
"Office Management",
"Scheduling"
] | 10 | Remote | 15 | Generate 15 aptitude questions for a Administrative Assistant (Remote) with 10 years of experience. Required skills: Document Preparation, Office Management, Scheduling. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is probation period?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Trial employment before confirmation",
"B": "Retirement",
"C": "Stock vesting",
"D": "V... |
Administrative Assistant | [
"Office Management",
"Document Preparation",
"Scheduling",
"Communication"
] | 2 | Contract | 13 | Generate 13 aptitude questions for a Administrative Assistant (Contract) with 2 years of experience. Required skills: Office Management, Document Preparation, Scheduling, Communication. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain succession planning?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Prepare future leaders for key roles",
"B": "Fire everyone",
"C": "No training",
"D"... |
Administrative Assistant | [
"Scheduling",
"Document Preparation"
] | 2 | Part-Time | 5 | Generate 5 aptitude questions for a Administrative Assistant (Part-Time) with 2 years of experience. Required skills: Scheduling, Document Preparation. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is employee retention?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Keeping talent in organization",
"B": "Deleting emails",
"C": "Short contracts only",
... |
Administrative Assistant | [
"Document Preparation",
"Scheduling",
"Communication",
"Office Management"
] | 2 | Full-Time | 5 | Generate 5 aptitude questions for a Administrative Assistant (Full-Time) with 2 years of experience. Required skills: Document Preparation, Scheduling, Communication, Office Management. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define succession planning?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Prepare future leaders for key roles",
"B": "Fire everyone",
"C": "No training",
"D... |
Administrative Assistant | [
"Document Preparation",
"Office Management",
"Scheduling"
] | 10 | Remote | 12 | Generate 12 aptitude questions for a Administrative Assistant (Remote) with 10 years of experience. Required skills: Document Preparation, Office Management, Scheduling. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define diversity hiring goal?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Inclusive recruiting across backgrounds",
"B": "Hire identical profiles",
"C": "No interv... |
Architect | [
"Project Coordination",
"Design"
] | 7 | Full-Time | 4 | Generate 4 aptitude questions for a Architect (Full-Time) with 7 years of experience. Required skills: Project Coordination, Design. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes RecyclerView used for?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Efficiently display scrollable lists",
"B": "Background sync only",
"C... |
Architect | [
"Project Coordination",
"AutoCAD"
] | 7 | Full-Time | 10 | Generate 10 aptitude questions for a Architect (Full-Time) with 7 years of experience. Required skills: Project Coordination, AutoCAD. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which principle favors extension over modification?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Open/Closed",
"B": "Single Responsibility",
"C": "DRY only",
... |
Architect | [
"Building Codes",
"Project Coordination",
"Design",
"AutoCAD"
] | 1 | Remote | 4 | Generate 4 aptitude questions for a Architect (Remote) with 1 years of experience. Required skills: Building Codes, Project Coordination, Design, AutoCAD. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which HTTP method is idempotent for updates?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "PUT",
"B": "POST",
"C": "CONNECT",
"D": "PATCH always non-idempote... |
Architect | [
"AutoCAD",
"Building Codes"
] | 7 | Remote | 3 | Generate 3 aptitude questions for a Architect (Remote) with 7 years of experience. Required skills: AutoCAD, Building Codes. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Choose the best option for lifecycle method is called when Activity becomes visible?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "onStart",
"B": "onDestroy",
"C": "... |
Architect | [
"AutoCAD",
"Building Codes"
] | 7 | Remote | 4 | Generate 4 aptitude questions for a Architect (Remote) with 7 years of experience. Required skills: AutoCAD, Building Codes. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define Gradle in Android projects?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Build automation tool",
"B": "UI library",
"C": "Database",
"D": "Emulator"
... |
Bank Teller | [
"Compliance",
"Cash Handling"
] | 15 | Remote | 17 | Generate 17 aptitude questions for a Bank Teller (Remote) with 15 years of experience. Required skills: Compliance, Cash Handling. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define VaR?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Value at Risk",
"B": "Variable annual revenue",
"C": "Verified audit report",
"D": "Virtual asset r... |
Bank Teller | [
"Financial Products",
"Cash Handling",
"Customer Service",
"Compliance"
] | 3 | Full-Time | 14 | Generate 14 aptitude questions for a Bank Teller (Full-Time) with 3 years of experience. Required skills: Financial Products, Cash Handling, Customer Service, Compliance. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is cash flow statement?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Reports cash inflows and outflows",
"B": "Balance sheet",
"C": "Org chart",
"D": "Sp... |
Bank Teller | [
"Customer Service",
"Cash Handling",
"Financial Products",
"Compliance"
] | 3 | Contract | 4 | Generate 4 aptitude questions for a Bank Teller (Contract) with 3 years of experience. Required skills: Customer Service, Cash Handling, Financial Products, Compliance. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define liquidity?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Ease of converting to cash",
"B": "Profit margin",
"C": "Debt ratio only",
"D": "Tax rate"
... |
Bank Teller | [
"Cash Handling",
"Financial Products"
] | 3 | Internship | 15 | Generate 15 aptitude questions for a Bank Teller (Internship) with 3 years of experience. Required skills: Cash Handling, Financial Products. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is liquidity?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Ease of converting to cash",
"B": "Profit margin",
"C": "Debt ratio only",
"D": "Tax rate"
... |
Bank Teller | [
"Compliance",
"Financial Products",
"Customer Service",
"Cash Handling"
] | 3 | Remote | 16 | Generate 16 aptitude questions for a Bank Teller (Remote) with 3 years of experience. Required skills: Compliance, Financial Products, Customer Service, Cash Handling. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain working capital?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Current assets minus current liabilities",
"B": "Fixed assets only",
"C": "Revenue total",
... |
Business Analyst | [
"Documentation",
"Requirements Gathering",
"SQL",
"Process Modeling"
] | 2 | Full-Time | 17 | Generate 17 aptitude questions for a Business Analyst (Full-Time) with 2 years of experience. Required skills: Documentation, Requirements Gathering, SQL, Process Modeling. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain sprint retrospective for?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Improve team process",
"B": "Ship to production",
"C": "Hire staff",
"D": "Se... |
Business Analyst | [
"SQL",
"Documentation"
] | 10 | Internship | 12 | Generate 12 aptitude questions for a Business Analyst (Internship) with 10 years of experience. Required skills: SQL, Documentation. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Describe how you would prioritize a backlog with limited engineering capacity.",
"answer_type": "textarea",
"correct_answers": [
"Prioritize by business value, user impact, risk, dependencies, and effort using frameworks like RICE or MoSCoW."
],
... |
Business Analyst | [
"SQL",
"Requirements Gathering",
"Process Modeling",
"Documentation"
] | 2 | Full-Time | 18 | Generate 18 aptitude questions for a Business Analyst (Full-Time) with 2 years of experience. Required skills: SQL, Requirements Gathering, Process Modeling, Documentation. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define MVP in product development.",
"answer_type": "textarea",
"correct_answers": [
"MVP is the smallest viable product version that validates user needs with minimal features and real feedback."
],
"difficulty": "hard",
"options": null
... |
Business Analyst | [
"Documentation",
"Requirements Gathering"
] | 10 | Contract | 15 | Generate 15 aptitude questions for a Business Analyst (Contract) with 10 years of experience. Required skills: Documentation, Requirements Gathering. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define burn-down chart?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Work remaining over time in sprint",
"B": "Salary graph",
"C": "Server CPU",
"D": "Git hi... |
Business Analyst | [
"Stakeholder Management",
"Documentation",
"Process Modeling",
"Requirements Gathering"
] | 1 | Full-Time | 4 | Generate 4 aptitude questions for a Business Analyst (Full-Time) with 1 years of experience. Required skills: Stakeholder Management, Documentation, Process Modeling, Requirements Gathering. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is a stakeholder in project management?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Anyone affected by or influencing the project",
"B": "Only vendors",
"C": ... |
Chef | [
"Food Safety",
"Culinary Techniques"
] | 15 | Internship | 13 | Generate 13 aptitude questions for a Chef (Internship) with 15 years of experience. Required skills: Food Safety, Culinary Techniques. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain the trade-offs between SQL and NoSQL databases.",
"answer_type": "textarea",
"correct_answers": [
"SQL provides structured relational data consistency; NoSQL offers flexibility and scalability for varied data models."
],
"difficulty": "... |
Chef | [
"Culinary Techniques",
"Cost Control",
"Food Safety",
"Kitchen Management",
"Menu Planning"
] | 2 | Full-Time | 5 | Generate 5 aptitude questions for a Chef (Full-Time) with 2 years of experience. Required skills: Culinary Techniques, Cost Control, Food Safety, Kitchen Management, Menu Planning. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is the meaning of REST stand for?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Representational State Transfer",
"B": "Remote Execution Service Transport",
"C": ... |
Chef | [
"Menu Planning",
"Kitchen Management",
"Cost Control",
"Food Safety"
] | 2 | Full-Time | 6 | Generate 6 aptitude questions for a Chef (Full-Time) with 2 years of experience. Required skills: Menu Planning, Kitchen Management, Cost Control, Food Safety. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Select the correct answer for measure is robust to outliers?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Median",
"B": "Mean always",
"C": "Product",
"D": "R... |
Chef | [
"Food Safety",
"Menu Planning",
"Kitchen Management",
"Cost Control",
"Culinary Techniques"
] | 15 | Contract | 25 | Generate 25 aptitude questions for a Chef (Contract) with 15 years of experience. Required skills: Food Safety, Menu Planning, Kitchen Management, Cost Control, Culinary Techniques. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes root cause analysis?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Find underlying reason for failure",
"B": "Patch symptom only",
"C": "Bl... |
Chef | [
"Kitchen Management",
"Culinary Techniques",
"Food Safety",
"Menu Planning",
"Cost Control"
] | 15 | Part-Time | 7 | Generate 7 aptitude questions for a Chef (Part-Time) with 15 years of experience. Required skills: Kitchen Management, Culinary Techniques, Food Safety, Menu Planning, Cost Control. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define an ORM?",
"answer_type": "mcq",
"correct_answers": [
"B"
],
"difficulty": "medium",
"options": {
"A": "Load balancer",
"B": "Maps objects to relational tables",
"C": "UI framework",
"D": "Only NoSQL ... |
Civil Engineer | [
"AutoCAD",
"Surveying"
] | 3 | Part-Time | 6 | Generate 6 aptitude questions for a Civil Engineer (Part-Time) with 3 years of experience. Required skills: AutoCAD, Surveying. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Select the correct answer for structure is best for LRU cache?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Hash map plus doubly linked list",
"B": "Array only",
"C":... |
Civil Engineer | [
"Construction Management",
"Structural Analysis",
"Soil Mechanics",
"Surveying"
] | 0 | Full-Time | 5 | Generate 5 aptitude questions for a Civil Engineer (Full-Time) with 0 years of experience. Required skills: Construction Management, Structural Analysis, Soil Mechanics, Surveying. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Select the correct answer for pattern decouples object creation from usage?",
"answer_type": "mcq",
"correct_answers": [
"C"
],
"difficulty": "hard",
"options": {
"A": "Singleton only",
"B": "Observer",
"C": "Facto... |
Civil Engineer | [
"Construction Management",
"AutoCAD",
"Surveying",
"Soil Mechanics"
] | 5 | Part-Time | 11 | Generate 11 aptitude questions for a Civil Engineer (Part-Time) with 5 years of experience. Required skills: Construction Management, AutoCAD, Surveying, Soil Mechanics. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which complexity is merge sort?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "O(n log n)",
"B": "O(n 2) always",
"C": "O(1)",
"D": "O(log n) only"
}
... |
Civil Engineer | [
"Structural Analysis",
"Construction Management",
"Surveying",
"AutoCAD",
"Soil Mechanics"
] | 5 | Internship | 5 | Generate 5 aptitude questions for a Civil Engineer (Internship) with 5 years of experience. Required skills: Structural Analysis, Construction Management, Surveying, AutoCAD, Soil Mechanics. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain the difference between stack and heap memory?",
"answer_type": "mcq",
"correct_answers": [
"B"
],
"difficulty": "easy",
"options": {
"A": "Heap is faster for recursion",
"B": "Stack stores local variables; heap sto... |
Civil Engineer | [
"Construction Management",
"Soil Mechanics"
] | 3 | Internship | 17 | Generate 17 aptitude questions for a Civil Engineer (Internship) with 3 years of experience. Required skills: Construction Management, Soil Mechanics. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes technical debt?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Future cost of shortcuts taken for speed",
"B": "Bank loan for servers",
"C... |
Clinical Research Associate | [
"Trials",
"GCP"
] | 2 | Contract | 15 | Generate 15 aptitude questions for a Clinical Research Associate (Contract) with 2 years of experience. Required skills: Trials, GCP. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain RACI matrix?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Responsible, Accountable, Consulted, Informed roles",
"B": "Risk score",
"C": "Revenue chart",
... |
Clinical Research Associate | [
"Trials",
"GCP"
] | 10 | Remote | 16 | Generate 16 aptitude questions for a Clinical Research Associate (Remote) with 10 years of experience. Required skills: Trials, GCP. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes scope creep?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Uncontrolled growth of project requirements",
"B": "Fast delivery",
"C": "Budg... |
Clinical Research Associate | [
"Trials",
"GCP"
] | 2 | Full-Time | 5 | Generate 5 aptitude questions for a Clinical Research Associate (Full-Time) with 2 years of experience. Required skills: Trials, GCP. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain why double-blind study design reduces bias.",
"answer_type": "textarea",
"correct_answers": [
"Double-blind studies reduce bias because participants and researchers do not know group assignments."
],
"difficulty": "hard",
"options... |
Clinical Research Associate | [
"GCP",
"Trials"
] | 10 | Part-Time | 14 | Generate 14 aptitude questions for a Clinical Research Associate (Part-Time) with 10 years of experience. Required skills: GCP, Trials. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is informed consent in clinical research?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Participant understands risks and agrees voluntarily",
"B": "Forced enrollment",
... |
Clinical Research Associate | [
"GCP",
"Trials"
] | 10 | Full-Time | 16 | Generate 16 aptitude questions for a Clinical Research Associate (Full-Time) with 10 years of experience. Required skills: GCP, Trials. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define double-blind trial?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Neither participant nor investigator knows assignment",
"B": "Open label always",
"C": "No eth... |
Content Writer | [
"Research",
"Content Strategy",
"SEO Writing",
"Copywriting"
] | 1 | Contract | 6 | Generate 6 aptitude questions for a Content Writer (Contract) with 1 years of experience. Required skills: Research, Content Strategy, SEO Writing, Copywriting. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes Big-O notation?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Upper bound on growth rate of algorithm",
"B": "Exact runtime in seconds",
"C... |
Content Writer | [
"Copywriting",
"SEO Writing"
] | 7 | Full-Time | 14 | Generate 14 aptitude questions for a Content Writer (Full-Time) with 7 years of experience. Required skills: Copywriting, SEO Writing. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Choose the best option for layout arranges children in a single row or column?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "LinearLayout",
"B": "FrameLayout only grid",
... |
Content Writer | [
"Editing",
"SEO Writing"
] | 7 | Full-Time | 3 | Generate 3 aptitude questions for a Content Writer (Full-Time) with 7 years of experience. Required skills: Editing, SEO Writing. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Choose the best option for lifecycle method is called when Activity becomes visible?",
"answer_type": "mcq",
"correct_answers": [
"B"
],
"difficulty": "medium",
"options": {
"A": "onDestroy",
"B": "onStart",
"C": "... |
Content Writer | [
"SEO Writing",
"Content Strategy",
"Copywriting"
] | 7 | Internship | 11 | Generate 11 aptitude questions for a Content Writer (Internship) with 7 years of experience. Required skills: SEO Writing, Content Strategy, Copywriting. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define contract testing?",
"answer_type": "mcq",
"correct_answers": [
"D"
],
"difficulty": "easy",
"options": {
"A": "Load test only",
"B": "UI pixel test",
"C": "Manual exploratory only",
"D": "Verify serv... |
Content Writer | [
"Content Strategy",
"Research",
"Editing",
"Copywriting",
"SEO Writing"
] | 1 | Remote | 18 | Generate 18 aptitude questions for a Content Writer (Remote) with 1 years of experience. Required skills: Content Strategy, Research, Editing, Copywriting, SEO Writing. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes Jetpack Compose?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Declarative UI toolkit",
"B": "SQL ORM",
"C": "Network library",
"... |
Customer Support Specialist | [
"Ticketing Systems",
"Conflict Resolution"
] | 5 | Part-Time | 13 | Generate 13 aptitude questions for a Customer Support Specialist (Part-Time) with 5 years of experience. Required skills: Ticketing Systems, Conflict Resolution. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define RACI matrix?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Responsible, Accountable, Consulted, Informed roles",
"B": "Risk score",
"C": "Revenue chart",
... |
Customer Support Specialist | [
"Communication",
"Conflict Resolution",
"Product Knowledge",
"Ticketing Systems"
] | 5 | Full-Time | 8 | Generate 8 aptitude questions for a Customer Support Specialist (Full-Time) with 5 years of experience. Required skills: Communication, Conflict Resolution, Product Knowledge, Ticketing Systems. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes upselling?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Offer higher-tier product to existing customer",
"B": "Refund all",
"C": "Delete a... |
Customer Support Specialist | [
"Ticketing Systems",
"Product Knowledge",
"Conflict Resolution",
"Communication"
] | 5 | Part-Time | 13 | Generate 13 aptitude questions for a Customer Support Specialist (Part-Time) with 5 years of experience. Required skills: Ticketing Systems, Product Knowledge, Conflict Resolution, Communication. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define B2B sales cycle?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Often longer with multiple stakeholders",
"B": "Always one click",
"C": "No contracts",
"... |
Customer Support Specialist | [
"Product Knowledge",
"Conflict Resolution",
"Communication"
] | 0 | Part-Time | 13 | Generate 13 aptitude questions for a Customer Support Specialist (Part-Time) with 0 years of experience. Required skills: Product Knowledge, Conflict Resolution, Communication. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Explain churn rate?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "Rate customers stop using product",
"B": "Sales quota",
"C": "Server CPU",
"D": "Compile time... |
Customer Support Specialist | [
"Conflict Resolution",
"Communication"
] | 0 | Full-Time | 8 | Generate 8 aptitude questions for a Customer Support Specialist (Full-Time) with 0 years of experience. Required skills: Conflict Resolution, Communication. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define customer success?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Help customers achieve outcomes with product",
"B": "Ignore tickets",
"C": "Only pre-sales",
... |
Cybersecurity Analyst | [
"Risk Assessment",
"Network Security",
"Incident Response",
"Penetration Testing",
"SIEM"
] | 0 | Internship | 14 | Generate 14 aptitude questions for a Cybersecurity Analyst (Internship) with 0 years of experience. Required skills: Risk Assessment, Network Security, Incident Response, Penetration Testing, SIEM. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes MFA?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Multiple verification factors",
"B": "Multiple passwords same field",
"C": "Encrypted pa... |
Cybersecurity Analyst | [
"SIEM",
"Risk Assessment",
"Network Security"
] | 0 | Full-Time | 13 | Generate 13 aptitude questions for a Cybersecurity Analyst (Full-Time) with 0 years of experience. Required skills: SIEM, Risk Assessment, Network Security. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which option best describes SIEM?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Security Information and Event Management",
"B": "Social index",
"C": "Server install",... |
Cybersecurity Analyst | [
"Penetration Testing",
"Incident Response",
"SIEM",
"Network Security"
] | 5 | Internship | 14 | Generate 14 aptitude questions for a Cybersecurity Analyst (Internship) with 5 years of experience. Required skills: Penetration Testing, Incident Response, SIEM, Network Security. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is the meaning of HTTPS add?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Encryption in transit",
"B": "Faster DNS",
"C": "Free hosting",
"D": "Automat... |
Cybersecurity Analyst | [
"Penetration Testing",
"SIEM",
"Network Security"
] | 5 | Part-Time | 14 | Generate 14 aptitude questions for a Cybersecurity Analyst (Part-Time) with 5 years of experience. Required skills: Penetration Testing, SIEM, Network Security. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Define OWASP?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Open Web Application Security Project",
"B": "Operating system",
"C": "Cloud vendor",
"D": "Progr... |
Cybersecurity Analyst | [
"Penetration Testing",
"SIEM",
"Incident Response",
"Network Security"
] | 5 | Contract | 11 | Generate 11 aptitude questions for a Cybersecurity Analyst (Contract) with 5 years of experience. Required skills: Penetration Testing, SIEM, Incident Response, Network Security. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is salting passwords?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Random data added before hashing",
"B": "Encrypt without hash",
"C": "Store plaintext",
... |
Data Analyst | [
"Excel",
"Power BI",
"Data Visualization",
"Statistics"
] | 1 | Remote | 13 | Generate 13 aptitude questions for a Data Analyst (Remote) with 1 years of experience. Required skills: Excel, Power BI, Data Visualization, Statistics. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Choose the best option for chart best shows distribution of a continuous variable?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Histogram",
"B": "Org chart",
"C": "Ga... |
Data Analyst | [
"Statistics",
"Tableau",
"Data Visualization"
] | 1 | Full-Time | 8 | Generate 8 aptitude questions for a Data Analyst (Full-Time) with 1 years of experience. Required skills: Statistics, Tableau, Data Visualization. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Select the correct answer for principle states a class should have only one reason to change?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "Single Responsibility Principle",
"... |
Data Analyst | [
"Excel",
"SQL",
"Power BI",
"Tableau",
"Data Visualization"
] | 7 | Remote | 27 | Generate 27 aptitude questions for a Data Analyst (Remote) with 7 years of experience. Required skills: Excel, SQL, Power BI, Tableau, Data Visualization. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Choose the best option for join keeps all rows from left table?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "easy",
"options": {
"A": "LEFT JOIN",
"B": "INNER only",
"C": "RIGHT only left",
... |
Data Analyst | [
"Tableau",
"Statistics",
"Python"
] | 7 | Full-Time | 18 | Generate 18 aptitude questions for a Data Analyst (Full-Time) with 7 years of experience. Required skills: Tableau, Statistics, Python. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "Which principle states a class should have only one reason to change?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Single Responsibility Principle",
"B": "Open/Closed Princ... |
Data Analyst | [
"Power BI",
"Python"
] | 1 | Internship | 19 | Generate 19 aptitude questions for a Data Analyst (Internship) with 1 years of experience. Required skills: Power BI, Python. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is data lake?",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "medium",
"options": {
"A": "Central store for raw structured and unstructured data",
"B": "Only Excel files",
"C": "CPU cache",
... |
Data Scientist | [
"Statistics",
"Python",
"SQL"
] | 2 | Remote | 22 | Generate 22 aptitude questions for a Data Scientist (Remote) with 2 years of experience. Required skills: Statistics, Python, SQL. Use a mix of answer types: mcq and textarea. | {
"questions": [
{
"question": "What is the output of this code?\n\ndef add(a, b):\n return a + b\nprint(add(10, 20))",
"answer_type": "mcq",
"correct_answers": [
"A"
],
"difficulty": "hard",
"options": {
"A": "30",
"B": "20",
"C": "10",
... |
End of preview. Expand in Data Studio
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Check out the documentation for more information.
Job Role Aptitude Dataset
A dataset of aptitude and assessment questions for training and evaluating models that generate multiple-choice questions from job context: general role, skills, experience, and employment type.
Coverage includes Software Developer, Doctor, Pharmacist, Nurse, Teacher, Data Analyst, engineers, managers, and many other general professions.
Dataset Files
| File | Purpose |
|---|---|
aptitude_train.jsonl |
Training split |
aptitude_test.jsonl |
Evaluation split |
Each JSONL line is one generation record with context fields plus a batch of MCQs.
Dataset Format
{
"job_title": "Software Developer",
"skills": ["Python", "REST APIs", "SQL"],
"experience_years": 3,
"job_type": "Full-Time",
"num_questions": 20,
"input": "Generate 20 aptitude questions for a Software Developer (Full-Time) with 3 years of experience. Required skills: Python, REST APIs, SQL.",
"output": {
"questions": [
{
"question": "What does OOP stand for?",
"options": {
"A": "Object-Oriented Programming",
"B": "Open Object Protocol",
"C": "Ordered Output Processing",
"D": "Object Operator Protocol"
},
"correct_answers": ["A"],
"difficulty": "easy"
}
]
}
}
Record fields
| Field | Description |
|---|---|
job_title |
General role (e.g. Software Developer, Doctor, Pharmacist) |
skills |
List of skills to assess |
experience_years |
Years of experience (0–15 in dataset) |
job_type |
Full-Time, Part-Time, Contract,Remote or Internship |
num_questions |
Batch size (5, 10, 15, 20, 25, 30, 40, 50) |
input |
Prompt mirroring API / fine-tuning instruction |
output.questions |
MCQ array with difficulty |
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