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CO-FOUNDER · VP OF OPERATIONS, PRINCIPIA · CERTIFIED BOARD MEMBER

Building credit, collections and customer service operations at scale.

Nearly two decades rebuilding credit recovery, customer experience and operations at McKinsey, Mutant, TIM and — today — Principia, where he is a co-founder. Active in 10+ countries.

McKinsey · Mutant and Intervalor · TIM Brasil · Azul Linhas Aéreas · Principia · Credi+ Club · Best Performance · Risk & Finance 50 · Board Academy

Marco Sousa, executive portrait on a neutral background

THE GUIDING THESIS

The invisible engine that makes the economy run.

Credit and collections are the invisible engine that makes the economy run. Behind every dream that fits in someone’s wallet, there’s someone approving a limit, organizing cash, building conditions. That’s the work Marco chose — and it funds the most precious asset there is: education.

CAREER

Nearly two decades. Ten-plus countries. One thread holding it together.

Customer service, credit recovery, and operations at scale — always on the frontier between technology and what it means to whoever is on the other side.

  1. McKinsey & Company

    Collections Lab

    He joined the firm's global hub for collections excellence, headquartered in São Paulo. McKinsey's choice of Brazil as the base was no accident: the country has more than 60 years of mature credit market — bureaus such as SPC Brasil and Serasa emerged in the 1960s — and the complexity of the local economy (high interest rates, chronic delinquency, unstable macro cycles) turned Brazilians into a global reference in collections. He piloted digital tools, segmentation models and negotiation strategies across projects in Latin America, the United States, China and Europe, exporting to the world the know-how built in Brazil. Collections is not coercion — it is incentive architecture.

  2. Mutant

    Pioneering digital collections in Brazil

    He led the build-out, from scratch, of one of Brazil's first 100% digital collections departments — designing the cadence, channels, contact models and operating playbook, setting standards much of the market still follows today. He also took part in the holding company's (Clash) M&A cycle, including the 2022 acquisition of Intervalor — one of Brazil's leading credit and collections players, spun out of Germany's Bertelsmann group (Arvato Financial Solutions) — and the accelerated post-deal growth, which projected R$ 200 million in revenue right after integration. The right channel at the right time returns the customer — and the payment.

  3. TIM Brasil

    Default at scale, under market scrutiny

    He deployed strategies to reduce delinquency and involuntary churn in one of Brazil's largest telecom operations — more than 60 million active customers, a publicly listed company on B3, under quarterly market scrutiny. The challenge in mobile telecom is singular: low ticket, an extremely short recovery window (a customer switches carriers within days) and a structurally hard-to-recover debtor profile. Each point of avoided churn shows up in the share price. A recovered customer is worth more than a collected one.

  4. Azul Linhas Aéreas Brasileiras

    Operations under pressure

    He worked in one of the most sensitive customer-service contexts in Brazil. Aviation runs with one of the highest call rates in any industry: every customer mid-journey — a delay, a missed connection, lost baggage, a cancelled flight, a problem at an airport on the other side of the world — needs a solution in minutes, not hours. A 24/7 operation, more than 100 destinations across Brazil, flights to the United States, Portugal and South America, with complex itineraries and real lives riding on each decision. The lesson that stuck: a good process is one that survives the worst-case scenario.

  5. Principia

    Co-founder · VP of Operations · today

    He co-founded Principia, the AI Operating System for Education with embedded financial solutions, focused on Latin America. Today the ecosystem serves more than 760,000 students and 1,200 educational institutions, with more than R$ 2 billion in credit portfolio under management. He operates in a sector with massive structural challenges in Brazil — 57% dropout in higher education (61% in private institutions, according to Semesp's Mapa do Ensino Superior) and 1 in 3 students with tuition in arrears (Sponte/Linx). He leads operations, designing data-driven strategies that tackle the two biggest problems of Brazilian higher education: default and dropout. Principia is part of the Endeavor (ScaleUp Ventures) network.


EDUCATION

  • MBA in Business Management

    USP

  • Master of Science in Emergent Technologies in Education

    Must University (2023–2025) — thesis on emerging technologies and predictive analytics for dropout prevention

  • Certified Board Member

    Board Academy — PFCC (Board Director Training and Certification Program, 2025)

MASTER’S THESIS

The role of technologies in preventing school dropout — a predictive analysis.

Defended at Must University (Florida, USA) in 2025 under the advisory of Prof. Michelle Patrícia Paulista da Rocha, the research investigates how machine learning (XGBoost, Random Forest, SVM) — when integrated with academic systems such as LMS and ERP — can anticipate and prevent student dropout and financial delinquency in higher education. It is the intellectual foundation of what Marco applies at Principia today.

Read the full thesis →

WHERE HE IS A REFERENCE

What he brings to your stage, your board, or your table.

  1. Credit recovery & digital collections

    McKinsey Lab, Mutant, TIM, Principia.

  2. Student credit risk & predictive models

    Underwriting with income uplift, ML, academic and financial data integrated.

  3. Dropout prevention

    Predictive analytics and emerging technologies (master's thesis topic).

  4. Operations at scale

    Data integration, ML, and generative AI across service and collections.

  5. Fintech & payments

    Omnichannel, BNPL, embedded finance applied to education.

  6. Corporate governance

    Board service, financial risk reading, communication with collegiate bodies.

  7. Customer Experience (CX)

    CX integrated with financial operations.

  8. Financial inclusion

    Democratising access to education through well-designed student credit.

TALKS, PANELS, CLASSES

Where he has spoken. What he can bring.

Speaks to technical audiences (operations, credit, edtech) and executive ones (founders, board members and leaders in credit, collections, technology and education). Connects concrete experience — the McKinsey Lab, pioneering work at Mutant, Principia today — to a clear thesis. He doesn't sell PowerPoint. Nearly two decades of experience from someone who implemented, operated and still operates large-scale operations.

RECENT STAGES

  • Financial Innovation (CMS Brasil)
  • Score25 Summit
  • MASTERING | FUTURE PAY (EBDI)
  • SAB CFO (EBDI)
  • Podcast Carreira e Negócios
  • Podcast Podcobrar
  • Podcast Made in Brazil: Buy Now Pay Later
  • Kollecta — Desenrola Brasil

THREE OFFICIAL TOPICS

Credit operations

How to build and evolve credit operations that scale — from underwriting to recovery. Lessons from the McKinsey Lab to Principia. What changes when data becomes the protagonist.

Digital collections

Collections as incentive architecture, not coercion. Dynamic cadence, native channel integration (WhatsApp, voice, email), AI agents negotiating. How to size capacity across human and digital.

Fintechs

Embedded finance, BNPL, omnichannel. How the future of payments takes shape at the boundary between channels — and why that has become architecture, not a feature.

BOARD OF DIRECTORS AND ADVISORY

Certified board member by Board Academy.

Serves as an independent board member across three fronts: mature governance, credit risk management, and building operations that scale. Combines concrete operating experience with the fiduciary training of PFCC — the Board Director Training and Certification Program.

WHAT HE BRINGS TO THE BOARD

  • Reading financial and operational risk (not only what the C-suite presents)
  • Hands-on experience leading digital transformation of operations
  • Connection to the fintech, edtech, and credit ecosystem
  • Communication with collegiate bodies — reports, recommendations, well-grounded votes
  • Integrated view: people, technology, and impact

SECTORS WITH TRACK RECORD

  • Fintech
  • Edtech
  • Telecom
  • Financial services
  • CX
  • Collections ops

MENTORING & ACCELERATION

Partner at Credi+ Club.

Exclusive credit and collections membership inside MLS — Mentoring League Society. Led by Marco Sousa and Jorge Azevedo. Frameworks from 100+ projects applied to each member’s operation — intelligence before automation.

  • Methodology validated across 100+ projects
  • Live mentoring with Marco and Jorge
  • Curated community of credit leaders
  • Visible results in 3 to 4 weeks

WRITING

Everything he publishes, in one place.

Marco writes regularly about the three threads that hold his career together: corporate governance, AI applied to customer service and collections operations, and leadership in education and fintech scale-ups.

Follow on LinkedIn →

RECOGNITION

Awards and seals that validated the path.

PERSONAL

  • Risk & Finance 50

    CMS People, 2025. Collections category. Among the 50 most influential and innovative professionals transforming Brazil's credit, collections, and financial cycle.

  • Best Performance Award

    Multiple trophies for credit and collections strategies.

  • Certified Board Member

    Board Academy, PFCC (2025).

PRINCIPIA · under his leadership as co-founder and VP of Operations

  • Banking Transformation Award

    20th edition, Digital Channels category.

  • LinkedIn Top Startups Brazil

    Two consecutive years (2024 and 2025).

  • Cuantico VP — Top Startups to Watch for 2026

  • Best Performance — 2 gold trophies (CMS Brasil, 10th edition)

    Principia stood out in the prize's 10-year anniversary edition, which gathered 60+ companies and 100+ specialized judges, recognizing cases in technology, customer service, AI and operational efficiency.

  • Reclame AQUI RA1000 seal

    Brazil's leading consumer-protection platform's certification of excellence, given to companies with the best customer service and after-sales indices. Serves as a guarantee of trust for consumers identifying brands that resolve issues with speed and efficiency. Principia has been consecutively nominated.

PRESS

An authoritative voice on credit, collections and the future of money.

Marco speaks publicly about the topics he has been operating in for nearly two decades: credit recovery, digital collections, AI in operations, BNPL and Brazilian boleto installment payments, financial inclusion through education, corporate governance, and prevention of student dropout. Analysis grounded in someone who implemented, operated and still operates — not just someone who writes about it.

Credit & digital collections

Credit recovery at scale, AI applied to collection cadence, underwriting models, prevention of default.

Fintechs & payments

BNPL, Brazilian boleto installment payments, embedded finance, omnichannel, transformation of payment methods.

Education & student dropout

Predictive analytics for dropout prevention, inclusive student credit, integration of tech and academic management.

Invite for an interview or panel → [email protected]

CONTACT

How to start a conversation.

For talks, board seats, mentoring, consulting, or press — pick the channel that fits.