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Skillset as a table!
Camila Matoba
Electronic Engineer + Data Scientist
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My most evident personality trait is curiosity. I am always looking into new subjects to explore, new models to experiment on, or different foods to try.
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My current professional goal is finding a company where I can help the environment as a data scientist
Data Scientist
05.2025 - present
BAM, Construction - Utrecht, The Netherlands
Core Skills: Generative AI, Azure (Function app, App service), Databricks, Python
BAM is one of the biggest construction companies in the Netherlands. Most notably their mission in building sustainably.
I automated processes, by extracting critical information from documents and using retrieval augmented generation (RAG) for finding specific information from documents via a chatbot.
I helped brinigng their solutions to a more mature production level by improving testing in the CI/CD pipeline, automating alerts with Kusto Query Language (KQL).
The projects reduced costs, repetitive labour and improved the way of working.
Data Scientist
04.2024 - 04.2025
Rabobank, Finance - Utrecht, The Netherlands
Core skills: PySpark, Azure, Databricks, SQL
The Test Data Factory (TDF) at Rabobank is responsible for delivering GPDR-compliant masked data that is fit for testing purposes.
To this end, IBM's DataStage (ETL tool) was used, but to have all functionalities required by the bank, be future proof, scalable and cost-efficient it was decided to be done inhouse with on Azure Synapse + Databricks.
I was responsible for making secure, reliable and fast pyspark masking algorithms for a variety of dataclasses. I also gave a workshop to the team on GenAI skills, so productivity could be increased.
Furthermore, I automated some of the manual analysis by using metadata, reducing costs and repetitive very specialized labour. In some cases this meant a reduction of 60% of work.
Data Scientist
06.2023 - 04.2025
Capgemini, Consultancy - Utrecht, The Netherlands
Core skills: Python, Dashboarding, Coaching
As an Insights & Data consultant, I worked data driven solutions in the finance, retail and public domains. Examples of activities as consultant were using GenAI to automate reports from images, improving data models for dashboarding and coaching new joiners.
Furthermore I followed a few trainings to improve my skills as a consultant:
* Requirements Analysis
* Define & Refine Use Cases
* Process Modeling with BPMN
* Understanding and influencing behavioral patterns with Insights
* Facilitation of Workshops - Foundation
* Introduction to Data Management based on DMBOK
* Data Warehouse Concepts
* Dimensional Modeling
* Data Analytics
* ETL (Extract, Transform, Load)
Badges at: https://app.exeed.pro/holder/profile/110871
Data Scientist - Text analytics
09.2022 - 02.2023
EY, Consultancy - Amsterdam, The Netherlands
Core Skills: Customer Insights (Python), Databricks, Natural Language Processing (GPT, BERT, T5), Deep Learning (TensorFlow + CUDA)
A company in the healthcare sector implemented a new robot to help in daily tasks with their elderly clients. The robot is important as their staffing was overworked as it is hard to find new workers in their sector. To evaluate how their clients approved of the robot, they gathered feedback in the form of multiple interviews over time. As the interviews content is open text, analysing manually would demand even more work from their staff.
I used natural language processing (NLP) techniques (Python and databricks), in particular emotion detection and aspect extraction, to automate the analysis of the data. The analysis helped their staff by deploying a pipeline that automatically cleans the data, extracts the most important aspects and their respective sentiment involved. In another shorter project, I investigated consumer reviews for detecting what products led to which aspects to their branding.
The final report gave an overview of most recurrent aspects of the robot that their clients liked or disliked, so that they could derive data driven actions out of the insights without the need to do it manually. Furthermore, Guidance on how to make these questionnaires more efficient were also promoted, as the framework proposed can be used in their future projects.
Data Visualization Designer
01.2022 - 08.2022
Eyeon, Planning services - Noord Brabant, The Netherlands
Core Skills: Data Modelling, Requirements analysis, Power BI
EyeOn is a Dutch consultancy company, focused on planning. As they serve other companies for determined periods, they need to plan ahead which resources will be best allocated in future projects.
I worked as a fullstack dashboard developer in PowerBI, also re-structuring the database so that it would comply with the business requirements. I also worked on a shorter dashboard project about the development of innovation projects within the company.
Both projects were very well accepted, as their business requirements were translated in visualisations in a very clear and understandable manner by professionally asking the right questions.
Data Scientist
01.2021 - 03.2022
MKBDatalab, Freelance data science – Den Bosch, The Netherlands
Core Skills: Computer vision, Deep Learning, Data Science (Python), SQL
MKBDatalab is a Dutch company that assigns freelance data scientists to small/medium companies.
In a project with XYZImaging, Camila researched the feasibility analysis of computer vision models in Keras and PyTorch to convert 2D images to a 3D model. The end goal of the project was to develop a new method to perform the breast cancer prevention analysis without the usage of radiation.
Working there, she had the opportunity to help small companies / startups to become more data driven. What is more, working on very specific cutting edge data science applications was good to further her knowledge as a data scientist.
Business Intelligence Analyst
01.2019 - 12.2019
Philips, Healthcare sector, Customer services department – Barueri, Brazil
Core Skills: Data Modelling, Power BI, Requirements analysis, Workshops
Philips is a multinational healthcare systems provider. The services department has the vital role of machines maintenance, which was empowered by data driven predictions. The data came from multiple sources at a local and global level, and to extract its full potential, it needed to be integrated and data governance needed to take place. As more and more data became available over the years, a full FTE was required just to gather the data sources and each department was using that data independently making reports by need basis.
As a data analyst, I made the integration of the data sources, re-structured the data model and automated the reporting as the solo fullstack BI developer in the project. The main softwares used in the ETL of the project were SQL, PowerAutomate, SAP, SalesForce, QlikView/QlikSense, and Tableau. I also made a PowerBI dashboard to satisfy the demands of different stakeholders, namely managers, planners and external clients. Each of the groups was interested in different KPIs, which had to be re-aligned so they were consistent within the company. For this calculation, DAX and PowerQuery (m) were used. I was also responsible for the documentation and giving the workshops on how to use the dashboard.
The automation saved 0.75 FTE, besides increasing data quality. Integrating all data sources and making the visualisations were pivotal to making more reliable predictions. Furthermore, an aligned dashboard made it possible that all stakeholders are on the same page, with the most updated information.
Data Analyst (SEO)
07.2016 - 03.2017
Itaú Bank, iCarros, Online automotive market, Marketing department – São Paulo, Brazil
*Core Skills: Search Engine Optimization (SEO), Data Analytics, Customer Experience*
iCarros is one of the market leaders in automotive e-commerce in Brazil. To improve their online presence, they wanted to investigate how their pages were performing.
Camila performed a search engine optimisation (SEO) analysis to investigate possible causes of the best and the worst performing pages. The main tools for this were Google Analytics, Google Adwords, and ComScore, besides other online tools used for benchmarking. To make a complete analysis, she also investigated the user experience on mobile and on the app (App Store Optimisation - ASO), besides the main desktop version. She also monitored the follow-up of the changes and made the reporting of the A/B testing of the marketing department on their social media (Facebook, Instagram, Youtube) and blog.
From the analysis, user experience on key pages was was improved to the most critical pages. The biggest change was of 72% increase in visits to the landing page after the alterations.
Python dev
03.2014 - 11.2015
Poli Junior, Engineering, tech department – São Paulo, Brazil
Core skills: Python, Agile, Requirements engineering
Poli Junior is a junior engineering company, where young engineers can offer their services to companies. As the main workforce is composed by young professionals, keeping an user-friendly, intuitive knowledge base is essential for not only maintenance, but also for growth in what they are able to offer.
As a Python Developer, I gathered with my team all the requirements for building the company's knowledge platform and build it. Users were very satisfied as they could learn from other colleagues' projects in a nice environment. As a first experience, I learned valuable developer skills such as python, versioning and teamwork with GitHub, Agile framework and automating Excel with macros.
Academic Background
Master Data Science and Entrepreneurship (Master neveninschrijving)
02.2021 – 06.2023 (Expected)
JADS: Eindhoven University of Technology (TU/e) and Tilburg University (TiU), Den Bosch, The Netherlands
Minor: Crime and Safety
A joint degree between the universities to develop data science driven entrepreneurship skills. The capability to create, develop and market data technologies, conduct research, and present results in a clear, non-technical manner
Sandwich Exchange Program (partnership with USP)
August 2015 - February 2017
Shibaura Institute of Technology (SIT), Tokyo, Japan
An extension of a year to the undergraduate engineering program to expand the offered curriculum by attending classes in a partner university in a foreign country
Main subjects: Robotics, Technology & Society, Environmentally Sustainable analysis, CAD/CAM, Japanese
Work: International Affairs at the university (GLC) + Portuguese/English teacher for Japanese students
M, Japanese
Work: International Affairs at the university (GLC) + Portuguese/English teacher for Japanese students
Bachelor in Electronic Engineering with emphasis in Electronic Systems (WO)
08.2013 - 12.2019
Bachelor in Electronic Engineering with emphasis in Electronic Systems (WO)
University of São Paulo (USP - Polytechnic School), São Paulo, Brazil
USP is consistently the best university in Engineering and Technology in Latin America by QS University Rankings
Thesis: “Machine Learning in Stock Forecast” (Python): ML project for Samsung Cello (Logistics) to predict consumption in supermarkets to avoid zero-level stock disruption and improve profits. – Final score: 9/10
Main subjects: Circuit design, Electronics, Computing, Digital Systems, OOP (Object Oriented Programing, especially Python), Integrated logic circuit design, Embedded systems, Control systems, Algorithms, Advanced Calculus & Physics, Statistics, Project management
Skill set
Advanced
Python, ETL, Data Modelling (internship), Excel + VBA with PowerQuery and Data Models, PowerBI, Tableau, Access, Business Metrics for Data-Driven Companies (Duke University, 09/ 2020)
Average
C, C++, SQL (MySQL, Teradata), SAP, Matlab/Octave (academical), SEO (in special Google Analytics), QlikView, QlikSense, Managing Big Data with MySQL (Duke University, 09/2020), RStudio, GitHub (John Hopkins, 12/2020), Machine Learning models, Jupyter
Python libraries: Sklearn, Keras, numpy, pandas, matplotlib, SciPy
Basic
Salesforce, Flows, General Business Program (Finance & Economics studies) 08/19 - 12/19
Languages
(Non-programing ones)
English: Fluent C2
Portuguese: Native C2
Spanish: Conversational B1
Japanese: Conversational: B1/N3
Dutch: B1 (halfgevorderden)
Soft skills
Teamwork, Agile
Proactiveness, Independence, Curiosity, Tenacity, Flexibility
Storytelling
Interests
College Karate Team Director (2016)
Voluntary Work in Educational NGO as a consultant manager (Poli Social with Instituto Techmail 2015-2016)
Board Games and story driven video games