Rigorous, accurate assessments and question banks built for performance at scale.
From large-scale MCQ question banks and adaptive assessments to corporate psychometric tools and competency-based evaluation frameworks, Margo Learning develops assessment content that is technically precise, difficulty-calibrated, and built to measure what actually matters.
25,000+ Subject Matter Experts
Academic to Corporate Assessment
AI-Powered Adaptive Assessments
MCQ to Coding Problems
The Challenge
A poorly written question can mislead a learner. A poorly calibrated assessment can give an organisation false confidence in its people.
Most organisations treat assessment as the last step in the content development process. A set of questions added at the end of a course to demonstrate completion. A quiz that learners click through because the stakes feel low and the questions feel generic.
That approach produces completion data. It does not produce insight into whether learning has actually occurred, whether a hiring decision is sound, whether a compliance risk has genuinely been addressed, or whether a learner is ready to perform in the role the training was preparing them for.
Margo Learning builds assessment content that does something more specific. Whether it is a formative assessment suite for a university programme, a compliance knowledge check for a corporate L&D team, a coding screening test for an enterprise hiring programme, a competency-based evaluation for a vocational skilling initiative, or a psychometric tool for leadership development, every piece of assessment content we develop is subject-accurate, difficulty-calibrated, and pedagogically sound. Our 25,000+ SME network spans every academic discipline, industry domain, and professional category, ensuring that the expertise behind every question matches the standard of the programme it is being built for.
What We Deliver
Every assessment format. Every subject. Every standard.
MCQ and Question Bank Development
Large-scale MCQ, multi-select, true/false, fill-in-the-blank, match-the-following, numerical answer type, and assertion-reasoning questions with full metadata tagging for difficulty, topic, subtopic, cognitive level, and assessment category.
Formative and Summative Assessment Sets
Complete assessment sets for academic and corporate programmes including unit-level formative assessments, end-of-programme summative assessments, answer keys, worked solutions, and detailed step-by-step explanations.
Adaptive Assessment Development
AI-powered adaptive assessments with real-time difficulty calibration, personalised question sequencing, and performance analytics integration for EdTech platforms, LMS-based programmes, and corporate learning systems.
Coding Problems and Developer Assessments
DSA, Python, Java, SQL, React, and other programming language problem sets for developer screening, technical upskilling, and coding assessment platforms, developed by software engineers and reviewed for accuracy at every difficulty level.
Psychometric and Behavioural Assessments
Situational judgement tests, cognitive ability tests, spatial and mechanical reasoning assessments, and personality and behavioural tools for corporate hiring, talent development, and leadership evaluation programmes.
Competency-Based Assessment Frameworks
NOS-aligned and competency framework-mapped assessment tools for vocational and skilling programmes, covering practical competency verification, viva question banks, portfolio evidence templates, and observation checklists.
Grading Rubrics and Evaluation Frameworks
Formative and summative assessment blueprints, grading rubrics, peer-review frameworks, and Kirkpatrick evaluation models for academic and corporate assessment programmes requiring structured scoring and impact measurement.
Our Process
A structured assessment development process from brief to delivery.
Step 1 — Discovery and Assessment Brief
We begin with a detailed brief covering your assessment purpose, target audience, subject areas, question volume, difficulty distribution, metadata requirements, format types needed, and delivery platform. The assessment scope and production approach are agreed before any content development begins.
Step 2 — Blueprint and Specification Development
Our assessment designers produce a detailed assessment blueprint specifying question type distribution by topic and subtopic, difficulty level spread, Bloom's Taxonomy alignment, cognitive level distribution, and metadata schema. You review and approve the blueprint before SME development begins.
Step 3 — SME Assignment and Question Development
We assign domain-matched SMEs from our 25,000+ network to write all assessment content. Every question is developed against the approved blueprint specification and the target assessment standard, with distractor quality and instructional alignment built in at the authoring stage.
Step 4 — Multi-Stage Quality Review
Every question goes through a structured multi-stage review covering subject accuracy, difficulty calibration, distractor quality, language clarity, Bloom's Taxonomy alignment, and alignment to the exam or programme standard. Only questions that pass every review stage are included in the final delivery.
Step 5 — Metadata Tagging and Formatting
All approved questions are tagged with the full agreed metadata schema covering subject, topic, subtopic, difficulty level, cognitive level, question type, estimated time, and any custom fields required by your platform. Questions are formatted for your delivery platform or question bank system.
Step 6 — Client Review and Revision
You review all deliverables against agreed criteria. We manage up to two rounds of revisions per batch as standard with additional revision rounds available. All feedback is tracked and resolved before final delivery.
Step 7 — Final Delivery
Final delivery in your required format including platform-native import files, Excel or CSV for question bank upload, or fully packaged SCORM and xAPI compliant assessments for LMS deployment, with full metadata documentation.
Who We Work With
Built for every organisation that needs assessment content that actually measures something.
Universities and Academic Publishers
Developing formative and summative assessments, question banks, grading rubrics, and evaluation frameworks for online and hybrid academic programmes across every discipline.
Relevant formats: MCQ and extended response question banks, Bloom's Taxonomy-aligned formative assessments, summative assessment sets with worked solutions, peer-review frameworks, adaptive assessments.
Corporate L&D and HR Teams
Creating compliance knowledge checks, coding screening tests, psychometric assessments, leadership evaluation tools, and role-specific competency assessments for hiring and development programmes.
Relevant formats: Compliance MCQ sets, coding problem banks, SJTs, psychometric and behavioural tools, gamified knowledge checks, Kirkpatrick evaluation frameworks.
Vocational Training Bodies
Developing competency-based assessment tools for ITIs, polytechnics, and NSDC-aligned skilling programmes, aligned to NOS frameworks and practical skill verification requirements.
Relevant formats: NOS-aligned competency assessments, practical observation checklists, viva question banks, portfolio evidence frameworks, mobile-first low-bandwidth quizzes.
Professional Certification Bodies
Building rigorous assessment and evaluation content for CFA, CMA, CPA, CA, CS, and other professional qualification programmes requiring high-stakes accuracy and regulatory alignment.
Relevant formats: Large-scale question banks with full metadata, difficulty-calibrated assessment sets, worked solutions, adaptive assessment frameworks.
EdTech Platforms
Developing adaptive quiz content, daily challenge formats, gamified assessments, and rapid-fire quiz modules for habit-driven learning platforms and app-based assessment experiences.
Relevant formats: Adaptive question sets, gamified leaderboard mechanics, rapid-fire quiz formats, Question of the Day challenges, performance analytics integration.
Domains and Subjects We Cover
Every subject. Every domain. Every level of difficulty.
Academic
Corporate and Professional
Vocational and Technical
Coding and Developer Assessment
AI in Assessment Development
Smarter assessments. Better calibration. Richer learner insights.
Margo Learning integrates AI across the assessment development process to improve question quality, accelerate delivery timelines, and enable more personalised and analytically rich assessment experiences for learners and programme administrators.
- AI-assisted distractor analysis for higher-quality MCQ development at every difficulty level.
- Automated question tagging with difficulty, topic, cognitive level, and custom metadata fields.
- Adaptive difficulty sequencing based on real-time learner performance data.
- Automated performance analytics for learner progress dashboards and programme monitoring.
- AI-assisted question generation with mandatory SME human review and sign-off before delivery.
Frequently Asked Questions
Common questions.
Every question is written and reviewed by domain-matched SMEs from our 25,000+ network who are specialists in the specific subject and assessment category. All questions go through a multi-stage review covering factual accuracy, difficulty calibration, distractor quality, language clarity, and alignment to the programme or competency standard before delivery.
Get Started
Ready to build assessment content that measures what actually matters?
Tell us about your assessment requirements, your audience, and your delivery platform so we can explore how Margo Learning can help you develop accurate, scalable, and pedagogically sound assessment content across any subject area, corporate domain, or vocational programme.