Machine Learning pathway increased my salary by 40%
Content quality audit · 2026-11-13
Topic page content depth
Every registered course topic measured for unique on-page content. Pages below 2,000 words are listed here with their category, priority band and the amount of shared template content they inherit. 311 of 1873 pages are below target; median unique content is 4,022 words.
No unique content
19
under 500 words
Critical
100
500–999 words
Thin
129
1,000–1,499 words
Below target
101
1,500–1,999 words
Categories by share below target
| Category | Below target | Topics | Share |
|---|---|---|---|
| Retail Technologies | 12 | 12 | 100% |
| Other BFSI Platforms/Apps | 27 | 36 | 75% |
| ITIL | 15 | 15 | 100% |
| eCommerce Technologies | 12 | 12 | 100% |
| Entrepreneurship, Startup & Venture Builder in India 2026 Onwards | 32 | 32 | 100% |
| Fintech | 22 | 22 | 100% |
| FinOps, Cloud Economics & AI Infrastructure Cost Management | 10 | 10 | 100% |
| Technology Offshoring | 14 | 14 | 100% |
| Intelligent Supply Chain, Procurement & Operations Research | 9 | 9 | 100% |
| Product Management | 13 | 13 | 100% |
| Digital Marketing & Growth | 1 | 8 | 13% |
| DeFi & Smart Contracts | 20 | 20 | 100% |
| Software Development | 6 | 6 | 100% |
| Cybersecurity | 22 | 22 | 100% |
| SCM AND LOGISTICS – 2026 ONWARDS | 5 | 5 | 100% |
| Business Strategy & Management | 18 | 20 | 90% |
| Data Science & Analytics | 4 | 4 | 100% |
| DaSc & Big Data | 3 | 3 | 100% |
| AI Business-Advisory-Consulting-Services | 7 | 7 | 100% |
| Computer Vision | 3 | 3 | 100% |
| Agentic AI | 11 | 11 | 100% |
| No-Code/Low-Code Platforms | 5 | 5 | 100% |
| ITES (IT-Enabled Services) | 3 | 3 | 100% |
| Natural Language Processing | 6 | 6 | 100% |
| DevOps & Hybrid Cloud Computing | 6 | 6 | 100% |
| Robotics & Automation | 4 | 4 | 100% |
| Transportation & Mobility | 4 | 4 | 100% |
| Data Engineering | 3 | 3 | 100% |
| Legal & Governance | 6 | 6 | 100% |
| Design Thinking & Innovation | 3 | 3 | 100% |
| MULTI-AGENTIC AI SYSTEMS (MAS) DEPLOYMENT | 5 | 5 | 100% |
| ITSM | 2 | 2 | 100% |
| Banking | 1 | 1 | 100% |
Pages below 2,000 words
311 matchingUnique words = page file plus its directly imported modules; string and JSX text counted as prose.
Courses eligibility audit · register frozen 13/11/2026
Content expansion register
Every Courses content page was measured and dated. Eligibility requires both conditions: 1–1,999 substantive words and a last-modified timestamp before 31 July 2026, 00:00 IST. The register is frozen: eligibility was fixed before any content change, so edits never re-qualify a page. Last-modified timestamps are taken from the most recent commit touching each page, converted to Asia/Kolkata.
| Audit metric | Result |
|---|---|
| Courses categories discovered | 111 |
| Content pages discovered | 2,319 |
| Pages audited individually | 1,593 |
| Pages with 1–1,999 words | 938 |
| Eligible — both conditions pass (Group A) | 302 |
| Expanded to 3,000+ words | 23 |
| Still incomplete | 279 |
| Excluded by word count (2,000+, Group B) | 1,381 |
| Excluded by modification date (Group C) | 521 |
| Date verification required (Group D) | 0 |
| Zero-content pages (reported separately) | 115 |
| Unrelated pages modified | 0 |
Group A — eligible pages
Target 2,700 substantive words · 302 matching
| Page | Category | Original | Current | Last modified | Status |
|---|---|---|---|---|---|
| Mobile Robotics & Navigation /MobileRoboticsAndNavigation | robotics_automation | 1,995 | 1,494 | 13/7/2026, 15:55:33 | incomplete |
| Shared Services Strategy And Business Case /SharedServicesStrategyAndBusinessCase | uncategorised | 1,995 | 1,494 | 12/7/2026, 10:51:09 | incomplete |
| Cross Border Data Transfer Mechanisms /CrossBorderDataTransferMechanisms | uncategorised | 1,990 | 1,489 | 12/7/2026, 13:53:02 | incomplete |
| Customer Experience And XLAs /CustomerExperienceAndXLAs | uncategorised | 1,990 | 1,489 | 12/7/2026, 10:51:09 | incomplete |
| Future of Collaborative Robotics /FutureOfCollaborativeRobotics | robotics_automation | 1,989 | 1,488 | 13/7/2026, 15:55:33 | incomplete |
| Benchmarking vs. Peers & Competitors /BenchmarkingVsPeersCompetitors | global_capability_development | 1,979 | 1,478 | 13/7/2026, 16:37:18 | incomplete |
| Knowledge KEDBAnd Self Service /KnowledgeKEDBAndSelfService | uncategorised | 1,978 | 1,477 | 12/7/2026, 10:51:09 | incomplete |
| Service Catalog And Intake Design /ServiceCatalogAndIntakeDesign | uncategorised | 1,976 | 1,475 | 12/7/2026, 10:51:09 | incomplete |
| Supply Chain Analytics /SupplyChainAnalytics | uncategorised | 1,976 | 1,976 | 19/12/2025, 01:11:00 | incomplete |
| Smart Contracts And Legal Frameworks /SmartContractsAndLegalFrameworks | uncategorised | 1,973 | 1,472 | 12/7/2026, 11:07:44 | incomplete |
| Building ADe Fi Protocol /BuildingADeFiProtocol | uncategorised | 1,969 | 1,969 | 19/12/2025, 01:11:00 | incomplete |
| Introduction To Legal Technology /IntroductionToLegalTechnology | uncategorised | 1,967 | 1,466 | 12/7/2026, 11:07:44 | incomplete |
| LangGraph Deep Dive — Graph-Based Agent Orchestration Mastery /AdvancedAgentFrameworksNextGen | uncategorised | 1,960 | 1,960 | 12/6/2026, 10:36:29 | incomplete |
| Using the Continual Improvement Model /ContinualImprovementWithITIL | itil | 1,958 | 1,958 | 19/12/2025, 01:11:00 | incomplete |
| Scaling Multi Function Shared Services /ScalingMultiFunctionSharedServices | uncategorised | 1,958 | 1,457 | 12/7/2026, 10:51:09 | incomplete |
| IP Ownership, MSA Structure & Contract Frameworks /OffshoringIPAndLegalFrameworks | uncategorised | 1,957 | 1,957 | 19/4/2026, 23:09:40 | incomplete |
| Integrating ITIL Practices with Agile and DevOps Workflows /ITILForDevOps | itil | 1,949 | 1,949 | 19/12/2025, 01:11:00 | incomplete |
| The Importance of Reproducibility /TheImportanceOfReproducibility | mlops | 1,945 | 4,511 | 13/7/2026, 16:53:57 | completed |
| Anti Money Laundering And Fin Tech /AntiMoneyLaunderingAndFinTech | uncategorised | 1,944 | 1,443 | 12/7/2026, 13:53:02 | incomplete |
| Lean Startup Methodologies /LeanStartupMethodologies | uncategorised | 1,944 | 1,944 | 19/12/2025, 01:11:00 | incomplete |
| Stakeholder Management & Branding /StakeholderManagementBranding | global_capability_development | 1,937 | 1,436 | 13/7/2026, 16:37:18 | incomplete |
| Product Innovation And Lifecycle /ProductInnovationAndLifecycle | uncategorised | 1,925 | 1,925 | 19/12/2025, 01:11:00 | incomplete |
| Managing Model Lifecycle /ManagingModelLifecycle | mlops | 1,918 | 4,664 | 13/7/2026, 17:16:19 | completed |
| Antitrust And Platform Regulation DMA /AntitrustAndPlatformRegulationDMA | uncategorised | 1,917 | 1,416 | 12/7/2026, 13:53:02 | incomplete |
| Building Strong Customer and Stakeholder Engagement Models /ITIL4SpecialistDriveStakeholderValue | itil | 1,912 | 1,912 | 19/12/2025, 01:11:00 | incomplete |
Exclusion register
1,381 pages excluded by word count (2,000 or more), 521 by modification date (on or after 31 July 2026), 115 hold no substantive content and are reported separately. None of these were modified.
| Page | Words | Last modified | Reason for exclusion |
|---|---|---|---|
| Ethical Considerations for Generative AI | 1,998 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| NLP for Enterprise Automation & Intelligent Document Processing | 1,998 | 15/8/2026, 16:24:53 | Last modified 15/8/2026, 16:24:53 IST — on/after the 2026-07-31 cut-off |
| Natural Language Processing (NLP) with AI | 1,991 | 15/8/2026, 16:24:53 | Last modified 15/8/2026, 16:24:53 IST — on/after the 2026-07-31 cut-off |
| Data Visualization With Matplotlib And Seaborn | 1,988 | 11/8/2026, 14:40:51 | Last modified 11/8/2026, 14:40:51 IST — on/after the 2026-07-31 cut-off |
| Supervisor-Agent, Worker-Agent & Specialist-Agent Architectures | 1,986 | 14/8/2026, 11:15:02 | Last modified 14/8/2026, 11:15:02 IST — on/after the 2026-07-31 cut-off |
| Large Multimodal Language Models | 1,984 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| Agentic NLP Systems | 1,976 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| Introduction to Agri-Food Technology | 1,972 | 16/8/2026, 11:03:54 | Last modified 16/8/2026, 11:03:54 IST — on/after the 2026-07-31 cut-off |
| Agent-to-Agent Communication & Interoperability | 1,967 | 14/8/2026, 11:15:02 | Last modified 14/8/2026, 11:15:02 IST — on/after the 2026-07-31 cut-off |
| Multi-Agent Product Development Lifecycle | 1,967 | 14/8/2026, 11:15:02 | Last modified 14/8/2026, 11:15:02 IST — on/after the 2026-07-31 cut-off |
| Event-Driven Multi-Agent Systems | 1,948 | 14/8/2026, 11:15:02 | Last modified 14/8/2026, 11:15:02 IST — on/after the 2026-07-31 cut-off |
| Multi-Modal Multi-Agent Systems | 1,948 | 14/8/2026, 11:15:02 | Last modified 14/8/2026, 11:15:02 IST — on/after the 2026-07-31 cut-off |
| Programmable Assets & Smart Financial Contracts | 1,933 | 15/8/2026, 02:03:31 | Last modified 15/8/2026, 02:03:31 IST — on/after the 2026-07-31 cut-off |
| AI and National Security | 1,918 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Global AI Governance Strategies | 1,907 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| AI Governance Frameworks and Regulations | 1,904 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Algorithmic Bias and Fairness in AI | 1,899 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Workforce Transformation Strategy | 1,885 | 12/9/2026, 16:44:06 | Last modified 12/9/2026, 16:44:06 IST — on/after the 2026-07-31 cut-off |
| Fairness and Bias in Machine Learning | 1,861 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Few-Shot & Zero-Shot Learning in NLP | 1,840 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| AI Ethics, Bias, and Governance | 1,788 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Vulnerability Management | 1,784 | 12/8/2026, 09:52:14 | Last modified 12/8/2026, 09:52:14 IST — on/after the 2026-07-31 cut-off |
| Ransomware and Malware Defense | 1,772 | 16/8/2026, 10:58:04 | Last modified 16/8/2026, 10:58:04 IST — on/after the 2026-07-31 cut-off |
| Neuro-Symbolic NLP | 1,769 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| Generative NLP for Content Creation | 1,753 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| AI Risk, Compliance, and Audits | 1,721 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Insights | 1,721 | 12/9/2026, 16:44:06 | Last modified 12/9/2026, 16:44:06 IST — on/after the 2026-07-31 cut-off |
| Advanced learning architecture | 1,713 | 12/11/2026, 23:32:01 | Last modified 12/11/2026, 23:32:01 IST — on/after the 2026-07-31 cut-off |
| Explainable & Trustworthy NLP | 1,701 | 15/8/2026, 16:37:44 | Last modified 15/8/2026, 16:37:44 IST — on/after the 2026-07-31 cut-off |
| AI Ethics & Regulatory Tech | 1,693 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Sovereign Cloud & Data Residency | 1,687 | 14/8/2026, 04:00:20 | Last modified 14/8/2026, 04:00:20 IST — on/after the 2026-07-31 cut-off |
| On-Premises to Cloud Integration | 1,683 | 14/8/2026, 04:00:20 | Last modified 14/8/2026, 04:00:20 IST — on/after the 2026-07-31 cut-off |
| Public Policy and AI | 1,681 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Hybrid Cloud Architecture | 1,673 | 14/8/2026, 04:00:20 | Last modified 14/8/2026, 04:00:20 IST — on/after the 2026-07-31 cut-off |
| Case Studies in AI Ethics | 1,650 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Cloud Load Balancing & Traffic Engineering | 1,637 | 14/8/2026, 04:00:20 | Last modified 14/8/2026, 04:00:20 IST — on/after the 2026-07-31 cut-off |
| The Role of AI in Sustainable Development | 1,625 | 15/8/2026, 01:32:24 | Last modified 15/8/2026, 01:32:24 IST — on/after the 2026-07-31 cut-off |
| Distributed Cloud | 1,624 | 14/8/2026, 04:00:20 | Last modified 14/8/2026, 04:00:20 IST — on/after the 2026-07-31 cut-off |
| Security Information and Event Management (SIEM) | 1,622 | 12/8/2026, 09:52:14 | Last modified 12/8/2026, 09:52:14 IST — on/after the 2026-07-31 cut-off |
| Supply Chain Optimization in Agriculture | 1,620 | 16/8/2026, 10:58:04 | Last modified 16/8/2026, 10:58:04 IST — on/after the 2026-07-31 cut-off |
Functional integrity
- Page files added to: only Group A pages, plus the reporting scripts.
- Routes, slugs, page identifiers and category keys: unchanged.
- Courses hierarchy, accordions, navigation, assessments and certificates: untouched.
- Authentication, permissions, payments and dashboards: untouched.
Remaining issues
- 279 Group A pages are below 3,000 words and pending development.
- Groups B and C are excluded by rule and intentionally untouched.
- No page required Group D verification: every page carries a commit timestamp.