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Régis Henrique Munhoz da Cruz Régis HenriqueMunhoz da Cruz
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Finance · Data · AI

Régis Henrique Munhoz da Cruz

Finance, Data & AI Leadership

Data, Analytics and Artificial Intelligence specialist with a solid track record in financial services. I work at the intersection of Finance, Data, Technology and Artificial Intelligence, turning complexity into decisions, processes and results.

Where I built my experience Itaú BBASantanderHyundai CapitalAonNubankPagBankBAPOS
Régis Henrique Munhoz da Cruz Régis Henrique · Greater São Paulo
Timeline

Professional experience and academic education on one real timeline

The axis runs on a real time scale, month by month. Whatever appears at the same height happened at the same time. On the left, professional experience. On the right, academic education and the certifications that came with it.

Professional experienceAcademic educationCertifications
IMT — Instituto Mauá de Tecnologia2013 — 2018

Control and Automation Engineering

IMT — Instituto Mauá de Tecnologia
  • Mechatronics, robotics, control, automation and statistics.
  • Programming in VBA, Python, R, C and Java applied to engineering problems.
  • The foundation that taught me to see any operation as a system.
EngenhariaAutomaçãoControleEstatísticaVBAPythonRCJava
Flowserve CorporationJun/2014 — Nov/2015

Production Planning and Control

Flowserve Corporation
  • Production planning for mechanical seals and revenue analysis across headquarters and branches.
  • First contact with indicators, backlog and operational efficiency.
PCPIndicadoresProduçãoExcelVBA
Itaú BBA — Treasury Desk (WMS)Dec/2016 — Jun/2018

Process Automation & Analytics Intern

Itaú BBA — Treasury Desk (WMS)
  • Built bots, internal tools and interfaces to automate operations.
  • Supported fixed income operations for corporate and retail clients.
  • Created management reports and performance indicators.
AutomaçãoRenda FixaTesourariaVBARobôs virtuaisCDBLCILCAItaú Personnalité
ANBIMA · CEUNT

Educação Financeira — Certificação ANBIMA/CEUNT

ANBIMA · CEUNT May/2018
Santander Brasil (via Indra)Aug/2018 — Jan/2019

Jr. Systems Analyst | Big Data

Santander Brasil (via Indra)
  • Development and maintenance of Java systems for financial operations.
  • Legacy modernisation, functional testing and release support.
JavaSistemas legadosBig DataSQL
Cork English Academy · IrelandFeb/2019 — Oct/2019

Academic exchange — English

Cork English Academy · Ireland
  • English course in Cork, taken alongside the job at the Imperial Hotel.
  • The foundation of the English I use professionally today.
InglêsCorkIrlandaIntercâmbioAutonomia
The Imperial Hotel · Cork, IrelandMar/2019 — Oct/2019

Kitchen Assistant

The Imperial Hotel · Cork, Ireland
  • Work in a professional kitchen throughout the eight months in Ireland, to support myself there.
  • High-pressure routine, English all day and people from many nationalities.
  • The experience that taught me the most about autonomy and adaptation.
IrlandaCorkAutonomiaInglês no dia a dia
PUCRSNov/2019 — Aug/2021

Postgraduate in Finance, Investments and Banking

PUCRS
  • The bridge between engineering and financial markets.
  • Valuation fundamentals, financial products and banking management.
FinançasInvestimentosBanking
Three years, three rolesJan/2020 — Jan/2023

Banco Hyundai Capital Brasil

Three years, three roles
  1. jan/2020 — ago/2021

    Financial Analyst (FP&A) | Automation Specialist

    • Automation of critical FP&A processes, including P&L calculations under IFRS-9 and BR GAAP.
    • Automated ROA analysis framework by product, model and region — scenario simulations went from weeks to minutes via RPA.
    • Multi-year budgets, forecasts and actual versus plan analyses.
  2. ago/2021 — abr/2022

    Data Analyst | Sales Planning Analytics

    • Full automation of a production report that consumed about 3 hours of management time daily.
    • Around 70% reduction in the time to generate market share reports.
    • Real-time executive dashboards for leadership, including the CEO.
  3. abr/2022 — jan/2023

    Senior Data Analyst | Analytics & Automation Lead

    • Technical coordination of the analytics team and evolution of the area's Analytics capability.
    • Close work with CEO, CFO, CCO and CRO, translating business challenges into indicators and analytical products.
    • Pipelines and automation in Python, PySpark, Databricks and Data Lake.
FP&AIFRS-9RPAPythonPower BIDatabricksC-Level
Saint Paul Escola de Negócios

Planning & Budgeting

Saint Paul Escola de Negócios Mar/2020
CertiProf

Scrum Foundation Professional Certificate (SFPC)

CertiProf Jun/2020
Udemy

Power BI Training

Udemy Oct/2020
Escola Livre de Inteligência Artificial

Data Scientist Training with Python and R

Escola Livre de Inteligência Artificial May/2021
USP / ESALQSep/2021 — Jul/2023

MBA in Data Science, Analytics and Artificial Intelligence

USP / ESALQ
  • Statistics, modelling, machine learning and applied data science.
  • Taken in parallel with my career shift into Analytics.
Data ScienceAnalyticsIAMachine Learning
Udemy

Criando um Dashboard do Zero com PHP, MySQL e Bootstrap

Udemy May/2021
Udemy

Formação Cientista de Dados: O Curso Completo

Udemy Feb/2023
AonJan/2023 — May/2023

Senior Business Intelligence Analyst

Aon
  • Business Intelligence and strategic analysis of corporate data.
  • Analytical data structures, performance indicators and management reporting.
Business IntelligenceKPIsRelatórios gerenciais
NubankMay/2023 — Oct/2025

Data Analysis Specialist | AML Analytics & Data Products

Nubank
  • Analytical products, indicators and monitoring rules for anti-money laundering.
  • Pipelines in Scala, Python and Spark processing large transactional volumes in a distributed environment.
  • Executive dashboards in Looker Studio and Amazon QuickSight.
  • Cross-functional work with Data, Compliance, Risk, Product and Operations.
ScalaSparkAMLData ProductsRisk Analytics
Udemy

Python para Data Science e Machine Learning

Udemy Feb/2023
Universidade Anhembi MorumbiJan/2024 — today

Bachelor in Accounting

Universidade Anhembi Morumbi
  • The missing piece to read a company from the inside out.
  • In progress, started in 2024.
Ciências ContábeisIFRSControladoria
FEBRABAN

14º Congresso de Prevenção à Lavagem de Dinheiro e ao Financiamento do Terrorismo (PLDFT)

FEBRABAN Oct/2024
BAPOS Assessoria e Consultoria EmpresarialOct/2025 — today

Founder

BAPOS Assessoria & Consultoria Empresarial
  • Created and structured a consultancy in financial management, processes, data and technology for small service companies.
  • Management P&L, cash flow, bank reconciliation, dashboards and automation.
  • Implementation of an AI chatbot connected to client data.
  • The experience of sitting on the other side of the table: sales, cash, people and decisions with limited resources.
EmpreendedorismoDREFluxo de caixaIA aplicada
RLeAssociados

White Belt Six Sigma

RL&Associados Feb/2026
PagBankMay/2026 — today

Data & AI Specialist | Finance Directorate — Banking & Acquiring

PagBank
  • Leading cross-functional strategic initiatives, coordinating Business, Data and Technology stakeholders.
  • Financial governance of Artificial Intelligence: budget, actuals, forecast, platforms and executive indicators.
  • Opex dashboard by directorate, category and supplier to support executive resource allocation.
  • Rate benchmarking for credit and acquiring products, applying pricing and value management logic.
Data & AI StrategyGovernançaFP&AOpexGenAI
The story

From engineering to business transformation through Finance, Data and Technology

Long before Data Analytics, Artificial Intelligence and digital transformation became part of almost every business conversation, I had already found what would end up guiding my whole career: the urge to understand how things work — and to find out how to make them work better.

01

Where automation first met financial markets

My career started while I was still studying Control and Automation Engineering, at an industrial multinational, in Production Planning and Control. That was my first contact with what would become a constant: processes, indicators, efficiency and decision making.

It did not take long for that curiosity to meet technology. At Itaú BBA, on the Treasury Desk, I started automating processes for financial products and investments. Operations that relied on manual work could be executed faster, more reliably and at scale. I began building bots, internal tools and interfaces to automate steps of fixed income contracting and processing.

Why are we doing this by hand if we can build a better way?

02

Understanding technology from the inside

Next I moved to Santander's technology hub, working on the development and modernisation of financial systems: Java, legacy systems, batch processing and critical banking applications.

That experience mattered. It showed me that knowing technology was essential — but that my real interest was not in building software. It was in using technology to solve business problems. That distinction shaped every choice that followed.

Cork, Ireland — 2019.
Cork, Ireland — 2019.
03

The period that shows up on no dashboard

After finishing my engineering degree I made a different call. I paused the corporate track and spent eight months in Cork, Ireland. I studied English at Cork English Academy, worked as a kitchen assistant at the Imperial Hotel to support myself, and got to know different places and cultures across Europe.

It was not just a study exchange, and it is not a CV line about tourism. It was an exercise in independence, adaptation and exposure to an environment completely different from the one where I had built my life until then — and the willingness to start over somewhere nothing was familiar.

It is also where the English I use professionally every day comes from.

04

When automation started changing how a company works

At Banco Hyundai Capital Brasil I joined FP&A and went deep into budget, forecast, P&L, IFRS-9, BR GAAP and performance tracking. But the same pattern came back: whenever I found repetitive, manual processes, I started automating them.

Closings, financial reporting and profitability analyses that took hours — sometimes weeks — moved to RPA, Python and analytical models. A ROA analysis framework turned simulations that used to take weeks into minutes.

And something interesting happened: other areas started coming to me. Compliance, Treasury, Sales Planning and Commercial stopped being 'other people's problems' and became opportunities to apply data and technology. What started inside FP&A spread across the organisation.

The value of Analytics is not in the dashboard. It is in the decision that dashboard enables.

At the Nubank office on Capote Valente, São Paulo.
At the Nubank office on Capote Valente, São Paulo.
05

Data at scale, then the other side of the table

After a period at Aon in Business Intelligence, I joined Nubank. The challenge was different: working with data at scale, in a digital company with millions of customers. I worked in Anti-Money Laundering, combining Analytics, data engineering, risk and automation, with pipelines in Scala, Python and Spark over large transactional volumes.

It required understanding technology well enough to build scalable solutions; data well enough to spot patterns; regulation and risk well enough to understand the problem; and business well enough to turn all of it into decisions.

In 2025 I left Nubank and founded BAPOS Assessoria & Consultoria, bringing financial management, indicators, automation and technology to small and mid-sized companies. More than building a consultancy, I got to know the other side of the table: the business owner who has to make sales happen, pay bills, organise people and decide with limited resources.

At PagBank, where I now work in the Finance Directorate.
At PagBank, where I now work in the Finance Directorate.
06

Back to the corporate world — with a new perspective

In May 2026 I joined PagBank's Finance Directorate, working at the intersection of Finance, Banking, Acquiring, Data, Technology and Artificial Intelligence: AI financial governance, cost planning and tracking, rate benchmarking, Opex and strategic indicators.

Today my background brings together experiences that rarely appear in the same professional. Engineering taught me to understand systems. Technology taught me to build them. Finance taught me how a company generates results. Analytics taught me to turn information into decisions. Large institutions showed me how complex organisations work. And entrepreneurship showed me how to turn knowledge into results when every decision counts.

Understand the problem, organise the complexity and build a better way of doing things.

By the numbers

What this path has built

Twelve years adding up engineering, finance, data and technology — always in the same place: where a number has to become a decision.

12+ years of career From automation engineering to Data & AI leadership
6 major institutions Itaú BBA, Santander, Hyundai Capital, Aon, Nubank and PagBank
5 degrees Engineering, finance, data, accounting and planning
3 languages Native Portuguese, fluent English and Spanish in progress
C-Level

Direct dialogue with senior leadership

CEO, CFO, CCO and CRO as stakeholders of analytical initiatives at Hyundai Capital, and PagBank's Finance Directorate today.

−70%

In time to produce market share reports

Automation of weekly data processing and analysis, replacing manual assembly.

3h/day

Given back to management

Daily production reporting automated end to end: from several hours to under ten minutes.

Expertise

Three dimensions I work with together

I do not see Finance, Data, Technology and Artificial Intelligence as separate disciplines. To me, they are part of the same system.

Strategy & Business

Translating business challenges into indicators, analyses, data products and action plans, with strong interaction with executives and senior stakeholders.

FP&ABudget & ForecastIFRS-9BR GAAPP&L · Cash Flow · Balance SheetPerformance ManagementBusiness PartneringStakeholder Management

Data & Analytics

Building and evolving analytical products, KPIs, executive dashboards, pipelines, data models and governance structures aimed at decision making.

SQLPythonPySparkScalaRDatabricksData LakeETL / ELTPower BITableauLooker StudioQuickSightData Governance

AI & Automation

Identifying, prioritising, implementing and governing Artificial Intelligence, Machine Learning, GenAI and process automation initiatives.

Generative AILLMsMachine LearningAI GovernanceMLOpsRPAn8nProcess automationAML · Risk Analytics
Languages
PortugueseNative
EnglishFluent — professional level
SpanishCurrently learning
Scrum Foundation Professional Certificate (SFPC) — CertiProf
Certifications
White Belt Six Sigma · RL&Associados14º Congresso de Prevenção à Lavagem de Dinheiro e ao Financiamento do Terrorismo (PLDFT) · FEBRABANFormação Cientista de Dados: O Curso Completo · UdemyPython para Data Science e Machine Learning · UdemyData Scientist Training with Python and R · Escola Livre de Inteligência ArtificialCriando um Dashboard do Zero com PHP, MySQL e Bootstrap · UdemyPower BI Training · UdemyScrum Foundation Professional Certificate (SFPC) · CertiProfPlanning & Budgeting · Saint Paul Escola de NegóciosEducação Financeira — Certificação ANBIMA/CEUNT · ANBIMA · CEUNT
Contact

Let's talk

Open to coordination and management opportunities in Data & Analytics, Finance and Artificial Intelligence — and to conversations about turning data into decisions.

LinkedIn /regishenriquemunhozdacruz My company bapos.com.br
Location Grande São Paulo · SP · Brasil