Quantified Employability impact across ITIs using cohort comparison and structured outcome

Whether its interventions were meaningfully improving student outcomes across ITIs 

Which program components were driving real employability impact 

How outcomes varied across geographies and student cohorts 

Impact framework design: Designed a structured assessment framework spanning academic learning, employability readiness, and social outcomes 

Institutional diagnostics: Conducted performance diagnostics covering student learning, completion rates, placement readiness, industry exposure, and post-training pathways 

Primary data collection: Gathered data through student surveys, faculty interviews, and employer feedback across intervention sites 

Counterfactual analysis: Analysed outcome differentials between intervention and non-intervention cohorts to isolate and attribute program impact