Analytics no Ensino Superior
1* Step
Regulação - MEC
Pensando Hoje (2020)
Ivoti (2022)
IFPA (2016)
CPC - Soares (2019)
Personal Learnings in this Stage 1
Focus in CC and CPC
ENEM Students (IDD)
Partial / Integral - Professors
Students Survey (continuous by CPA)
NDE is Core to CC
CC Instrument is KPIs
2* Stage
Measures - Analytics
Personal Learnings in this Stage 2
Organizational Culture for Indicators / KPI - Students, Professors, Coordinators, Deans, et al.
Data Lake repository
Benchmarking to Competitors
Time Series to HEI
KPIs defined (Pedagogical, Employ and/or MEC)
3* Stage
Simulator and KPIs
Personal Learnings in this Stage 3
Organizational Culture for Indicators / KPI - Students, Professors, Coordinators, Deans, et al.
Predict (Management) - IGC, CPC, ENADE, IDD
Content Revision: Focus on last 03 ENADEs and Market
New Tools: Tableau, Data Studio, R Studio (Team).
Five Steps Test Model (cyclical)
4* Stage
In loco
Personal Learnings in this Stage 4:
Contents Corrections
Face-to-face: Interviews with Students (IDD)
Re-Simulates and Awards
Experimentation Controlled
Full-Time Support (but not pression)
And Future? 2025-27? AI + Data
Future!
AI-Labs: Data Lakes, Higher Education Analytics, and others ...
ChatGPT integration to NDE and Students
Data Science Analytics / Science of the AI