Recruiter snapshot

Faadil Boussari

MBA-trained business analyst and AI product builder.

  • Business Performance Analyst
  • Customer Insights Analyst
  • Product or AI Systems Analyst
  • Customer insight
  • Business performance analysis
  • Scenario modeling
  • Decision-support systems
  • Responsible AI workflow design
  • French and English communication

MBA — Business Analytics, Université Laval

BSc — Finance, Université du Québec en Outaouais

Professional case study · Accessible service experience

Paratransit Customer Experience

A bilingual satisfaction program covering key service moments, consent, accessibility, and responsible data governance.

Role
Program design · Customer research · Data governance
Status
Anonymized case study

Context

Paratransit service serves a specialized customer population with specific accessibility, reliability, and support needs. Measuring satisfaction for this population requires careful attention to consent, language accessibility, participant recruitment, and responsible data handling.

A structured satisfaction program was designed to gather meaningful feedback across the key moments of the service experience—from the initial booking to post-trip feedback—while ensuring the research approach was appropriate for the population it served.

Business question

How do you measure satisfaction in a specialized, accessible service context where the customer population requires additional care around consent, language, recruitment, and data governance?

Role — exactly what I did

  • Designed the program structure, questionnaire, and consent approach
  • Defined the service moments and satisfaction dimensions to be measured
  • Coordinated participant recruitment and field activities with relevant services
  • Conducted analyses across service dimensions and produced reporting outputs
  • Applied a responsible data governance approach appropriate to the customer population

Approach

  • Mapped the key service moments: booking experience, trip reliability, safety and comfort, support interactions, and overall experience
  • Designed a bilingual questionnaire accessible to the target population
  • Built consent and participant recruitment protocols respecting participant needs and the service context
  • Structured reporting to distinguish findings by service moment and identify priority areas for operational attention

Personal contribution

  • Designed the program structure: questionnaire design, consent approach, and governance framework
  • Defined measurement dimensions covering booking experience, trip reliability, safety, comfort, and overall satisfaction
  • Coordinated participant recruitment and field activities with relevant services
  • Conducted analyses and identified patterns across service moments
  • Produced reporting outputs with findings and recommendations

Conceptual overview

The diagram below is a conceptual reconstruction for illustration purposes only. It does not reproduce internal documentation.

Service moments: Booking → Trip → Support → Feedback

Findings

  • Feedback patterns varied across service moments, with distinct satisfaction profiles for different dimensions
  • Specific service moments consistently emerged as priorities for operational attention
  • The bilingual approach surfaced nuanced feedback that a monolingual instrument would have missed
  • The governance design enabled structured data collection while respecting participant needs

Decisions influenced

  • Operational priorities for identified service moments
  • Questionnaire and consent protocol adjustments for future program cycles
  • Reporting format and audience targeting
  • Governance framework for research involving accessible service populations

Learnings

  • Designing for accessibility in research requires structural attention beyond language translation alone
  • Service-moment mapping clarifies which questions to ask and how to interpret the answers
  • Responsible data governance is an analytical and design decision, not just a compliance formality
  • Coordination across services is essential when the customer population requires care at every touchpoint

Attribution & confidentiality

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