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Research and analytics
27/08/2026
Classroom-Scale Bayesian Knowledge Tracing under AI-Assisted Assessment
This article is an empirical classroom implementation of an adjusted Bayesian Knowledge Tracing (BKT) method in a 120-hour Business Analytics training course delivered at GIET, Sonipat. The course used continuous quiz-based assessment alongside attendance, reporting, feasibility analysis, VIVA, and capstone evidence....
Classroom-Scale Bayesian Knowledge Tracing under AI-Assisted Assessment This article is an empirical classroom implementation of an adjusted Bayesian Knowledge Tracing (BKT) method in a 120-hour Business Analytics training course delivered at GIET, Sonipat. The course used continuous quiz-based assessment alongside attendance, reporting, feasibility analysis, VIVA, and....
07/07/2026
Rethinking Knowledge Tracing for AI-Assisted Classroom Tutoring
Teaching is a fundamental human activity that relies on a teacher's ability to monitor a student's progress and adjust lessons to meet their specific needs. To make learning more engaging and effective, personalized learning is crucial. A key part of personalized learning is "knowledge tracing, " which means figuring out how much a student understands different knowledge concepts as they learn....
Rethinking Knowledge Tracing for AI-Assisted Classroom Tutoring Teaching is a fundamental human activity that relies on a teacher's ability to monitor a student's progress and adjust lessons to meet their specific
Understanding the intelligence behind adaptive in adaptive educational systems
Adaptive educational systems (AES) are intelligent systems that personalize learning experiences based on each student's individual needs, behavior, and progress. These systems go beyond static content delivery....
Understanding the intelligence behind adaptive in adaptive educational systems Adaptive educational systems (AES) are intelligent systems that personalize learning experiences based on each student's individual needs, behavior, and progress. These systems go beyond static content delivery.
03/05/2026
A framework for accountable AI-Human hybrid analytical thinking and decision making
This article develops a human-AI hybrid analytical thinking framework for strategic decisions under uncertainty. It argues that AI should not be treated either as a replacement for managerial judgment or as a passive analytical tool, but as one component of a governed decision workflow....
A framework for accountable AI-Human hybrid analytical thinking and decision making This article develops a human-AI hybrid analytical thinking framework for strategic decisions under uncertainty. It argues that AI should not be treated either as a replacement for managerial judgment or as a passive analytical tool, but as one component of a governed decision workflow.
13/04/2026
Translating Stakeholder Expectations into Business Requirements
A Business Requirements Document (BRD) serves as a bridge between business objectives, their technological realization and how technology will deliver it....
Translating Stakeholder Expectations into Business Requirements A Business Requirements Document (BRD) serves as a bridge between business objectives, their technological realization and how technology will deliver it.
05/03/2026
From wild business expectations to accountable business choices
Most business leaders have experienced a bold initiative launched with confidence, only to watch it unravel in ex*****on. The revenue targets were ambitious but achievable. The timeline was aggressive but realistic. Yet somehow, six months later, the project is over budget, behind schedule, and delivering only a fraction of the promised benefits. Business expectations are rarely the problem; the problem begins when those expectations move into ex*****on without being tested, specified, and constrained....
From wild business expectations to accountable business choices Most business leaders have experienced a bold initiative launched with confidence, only to watch it unravel in ex*****on. The revenue targets were
22/02/2026
A Quantitative Approach to Business Process Analysis
A distinctive modelling approach involves mapping business process that includes fundamental business transactions defined in enterprise ontology....
A Quantitative Approach to Business Process Analysis A distinctive modelling approach involves mapping business process that includes fundamental business transactions defined in enterprise ontology.
16/02/2026
If businesses are decision centres what makes a problem a decision problem?
Organizations can be understood as decision systems in which managers continuously allocate scarce resources under conditions of uncertainty. Simon (1997), conceptualized organizations as decision-making structures in which bounded rationality shapes choices. Rather than optimizing perfectly, managers “satisfice”, selecting options that meet acceptable thresholds under constraints. This view positions the business not merely as a production unit but as a decision centre that transforms information into coordinated action....
If businesses are decision centres what makes a problem a decision problem? Organizations can be understood as decision systems in which managers continuously allocate scarce resources under conditions of uncertainty. Simon
11/02/2026
Why analytical thinking matters more than information abundance in modern businesses?
Businesses traditionally operated within a transactional paradigm that consists of exchanging products and services for profit. In the modern business landscape, the competitive bottleneck has shifted to a scarcity of analytical thinking....
Why analytical thinking matters more than information abundance in modern businesses? Businesses traditionally operated within a transactional paradigm that consists of exchanging products and services for profit. In the modern business landscape, the competitive bottleneck has shifted to a scarcity of analytical thinking.
22/12/2025
Navigating India’s Advanced Air Mobility (AAM) Opportunity in a Polycentric System
India presents a polycentric system, where aviation authorities, telecom regulators, security agencies, airport operators, and state governments each control distinct but interdependent approval pathways. In early-stage AAM markets, failures are more frequently attributed to governance fragmentation, certification delays, and inter-agency misalignment than to technological infeasibility....
Navigating India’s Advanced Air Mobility (AAM) Opportunity in a Polycentric System India presents a polycentric system, where aviation authorities, telecom regulators, security agencies, airport operators, and state governments each control distinct but interdependent approval pathways. In early-stage AAM markets, failures are more frequently attributed to governance fragmentation...
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