Case study · UX research ops

SESC DF

Methodological and engineering leadership across two high-impact initiatives for SESC DF: an in-depth UX Research Ops study triangulating Playwright automated journeys with 10 assisted Think Aloud usability sessions consolidated into an executive webapp; and the gamified web application 'Missão SESC — Desafio Nova Sede', engineered with Next.js and Firebase for employee engagement and training.

Status
Delivered
Context
SESC DF (Digital Innovation & UX)
My Role
Tech Lead, UX Researcher & Full-Stack
Tooling & Stack
Playwright, Python, Whisper, Next.js, Firebase, Research Ops
Core Focus
Bot × Human Triangulation & Gamification
SESC DF research report: how real people use the portal, with findings and evidence.
[Re-capture at 2× — the current source is 1024 px wide]

The challenge

Understand the UX bottlenecks of SESC DF’s website to guide its redesign. The most interesting part was using AI and Python to read the session recordings, summarize them and cross-reference the points that mattered to the research.

Key Methodological & Engineering Decisions

Empirical Triangulation (Playwright × Human Sessions)

Deep journey automation via Playwright (anonymous and authenticated flows with 60+ interactions and 80+ screenshots) combined with 10 moderated Think Aloud sessions across desktop and mobile to expose structural adoption barriers.

AI-Powered Transcriptions & 29-Finding Triangulation Matrix

Audio transcription with Whisper, strict ethics/LGPD anonymization (P01–P10), and mapping 29 prioritized findings with direct video timestamps, friction quotes, and root-cause analysis.

Executive Delivery Webapp

Interactive private dashboard engineered for SESC-DF leadership, featuring Voice of Friction vocabulary analytics, device cross-filtering (desktop vs. mobile), and single-click access to primary evidence.

Missão SESC — Desafio Nova Sede (Corporate Gamification)

Gamified web application built with Next.js, React 19 and Firebase, featuring corporate-restricted auth (@sescdf.com.br), weekly quest tracks, quiz mechanics, hearts, live leaderboards, and an admin CMS for content curation.

Results

10Think Aloud sessions, in person and remote
4core tasks tested
5critical acquisition drop-offs, each with cause, evidence and a fix

Stack

PlaywrightPythonWhisperNext.jsFirebaseResearch Ops