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Carlos Eduardo Frantz Manchini

Carlos Eduardo Frantz Manchini

Data Scientist

Federal University of Pernambuco | Brazil

Technologies

My Portfolio Highlights

My New Track

Importing & Cleaning Data

My New Course

Introduction to Python

Curious explorer of data landscapes, seeking hidden treasures.

My Work

Take a look at my latest work.

course

Introduction to Power BI

course

Introduction to R

course

Introduction to Python

DataCamp Course Completion

Take a look at all the courses I’ve completed on DataCamp.

My Work Experience

Where I've interned and worked during my career.

Henry Schein | May 2021 - Sep 2023

Data Scientist I

▪ Established the statistical modeling area for credit and collection from the ground up, achieving significant increases in recovery rates, cost savings, and streamlining the entire process through automation. ▪ Developed 300+ behavioral and historical variables for clients. ▪ Data modeling techniques including sampling, clustering, regression, boosting, random forest, among others. ▪ Implemented end-to-end Collection Score models and devised strategies based on score, delay, and client contact. ▪ Monitored stability of models (daily and monthly) using diagnostic measures. ▪ Created reports for segmented recovery analysis by collection actions. ▪ Adapted policies to mitigate credit risk, enhance debt recovery and achieve cost savings. ▪ Led the modeling and forecasting of time series for Provision for Doubtful Debtors (PDD), enhancing oversight and preparation for financial provisions. ▪ Executed accounts receivable ETL and developed a dashboard for weekly PDD analysis. ▪ Conducted modeling for granting credit limits to new and inactive clients.
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Superior | Feb 2019 - Feb 2021

Postgraduate Researcher

▪ Conducted research on cybersecurity for the protection of privacy in personal data applied to regression models. ▪ Evaluated heteroscedastic machine learning models with confidentiality guarantees to address privacy concerns. ▪ Proposed an approach aimed at reducing inferential distortions while maintaining data protection. ▪ Published paper accessible at doi.org/10.1016/j.ins.2022.10.076.

INPE | Sep 2015 - Feb 2019

Scientific Initiation Scholarship

▪ Researched modeling and forecasting time series for doubly-bounded data, resulting in the development of an App available at ufsm.shinyapps.io/ appARMAs/. ▪ Participated in events and conferences, recognized for the award-winning work as the 3rd best by the Brazilian Statistical Association (ABE). ▪ Conducted minicourses on LaTeX, R, and Markdown during academic events. ▪ Contributed to improvements in models and robust estimators for rates and proportions.

Sigma Jr. | Nov 2017 - Jan 2019

Project Consultant

▪ Provided statistical support to academic community at the Federal University of Santa Maria, employing statistical analyses to ensure the successful completion of academic dissertations, theses, and undergraduate research.

CAPES - Coordenação de Aperfeiçoamento de Pessoal de Nível

N/A

My Education

Take a look at my formal education

Master's Degree, StatisticsUniversidade Federal de Pernambuco | 2021
Bachelor's Degree, StatisticsUniversidade Federal de Santa Maria | 2019

About Me

Carlos Eduardo Frantz Manchini

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