Manoel Luiz Menezes Mendonça

Manoel Luiz Menezes Mendonça Email and Phone Number

Cientista de dados @ Comunidade DS
Niterói, RJ, BR
Manoel Luiz Menezes Mendonça's Location
Rio de Janeiro, Rio de Janeiro, Brazil, Brazil
About Manoel Luiz Menezes Mendonça

Experienced Data Scientist with a solid foundation in Electronic Engineering and Quantitative Finance, bringing over 20 years of programming and data analysis expertise. I transitioned into Data Science in 2023, achieving 1st place at the 6th Hackday of the DS Community with a machine learning-based pricing prediction system. My skill set spans predictive modeling for sales forecasting, customer segmentation, and the development of interactive dashboards using Streamlit.Using Python, SQL, Scikit-Learn, and advanced techniques like Random Forest, K-Means, and XGBoost, I solve business challenges with data-driven insights. A recent project involved customer classification, which drove a 181% increase in campaign revenue, with the code available on GitHub.I am the author of three research studies (see Publications section):1. Forecasting Brazilian Interest Rates with Dynamic Models Using Momentum and Neural Networks – Presented as a dissertation for the MSc in Quantitative Finance from University College Dublin in 2010, this work explored predictive modeling with neural networks and momentum for forecasting interest rate fluctuations.2. The Judiciary Budget of the Court of Justice of Rio de Janeiro (TJRJ) – A thesis for my Law degree from Universidade Federal Fluminense, analyzing financial flows from 2016 to 2022, with a focus on the TJRJ budget.3. Economic Analysis of Tax Burden Distribution in the Digital Economy – Published by Universidade Federal Fluminense in 2020, this study examines tax burden distribution within digital contexts and offers reflections on fiscal impact in the digital economy.I am a collaborative, results-oriented professional, always seeking new opportunities to leverage Data Science to generate value. Let’s connect to explore challenging projects where I can contribute with data insights that drive strategic decision-making.Technical Skills:Analytical Tools: Python, SQLDevelopment Tools: GitHub, SQLite, MySQL, MS-AccessMachine Learning Techniques: Classification, regression, clustering (including Linear Regression, XGBoost, CatBoost, LightGBM, Decision Trees, Random Forest, Voting Regressor)Languages: Python, C, Visual Basic, VBA, PHP, WordPress Plugin DevelopmentProject Portfolio: http://menezes.mendonca.nom.brContact: manoelmendonca@hotmail.com

Manoel Luiz Menezes Mendonça's Current Company Details
Comunidade DS

Comunidade Ds

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Cientista de dados
Niterói, RJ, BR
Employees:
308
Manoel Luiz Menezes Mendonça Work Experience Details
  • Comunidade Ds
    Cientista De Dados
    Comunidade Ds
    Niterói, Rj, Br
  • Ds Community
    Data Scientist
    Ds Community May 2023 - Present
    São Paulo, Brazil
    At DS Community, I develop and implement Data Science solutions to optimize business processes and improve results. My role involves creating machine learning models and performing advanced data analysis, with strong focus on generating commercial value and enhancing key performance indicators (KPIs).Key achievements:1. Customer Classification Project: Utilized Random Forest, KNN, and Logistic Regression in Python to identify high-propensity buyers, resulting in a 141% improvement in campaign effectiveness and a 181% increase in revenue.2. Sales Forecasting Model: Developed a model using XGBoost in Python to predict daily sales for a retail chain, which improved inventory planning and resource allocation.3. 1st Place in Hackathon: Achieved 1st place at the 6th Hackday of DS Community by developing a product pricing prediction system using Random Forest and K-Means.4. Machine Learning Benchmarking: Conducted comparative testing of classification, regression, and clustering algorithms, evaluating performance in relation to key parameters affecting overfitting and underfitting.5. Interactive Management Dashboard: Built a real-time web dashboard with Streamlit for a restaurant marketplace company, providing instant insights into sales and customer performance.Technologies and Tools: Python, Scikit-Learn, Pandas, XGBoost, K-Means, Streamlit, SQL, MySQLProjects Repository: http://menezes.mendonca.nom.br
  • Federal Revenue Of Brazil
    Tax Auditor – Internal Affairs Office, Rio De Janeiro
    Federal Revenue Of Brazil Jul 2016 - Feb 2024
    Rio De Janeiro, Brazil
    Conducted disciplinary administrative proceedings, including managing performance indicators for internal processes. Led complex investigations with technical teams, ensuring quality and timeliness in procedural outcomes.Technologies and Tools: MS-Access, SQL, Corporate Data Warehouse
  • Federal Revenue Of Brazil
    Tax Auditor – Superintendency In Rio De Janeiro
    Federal Revenue Of Brazil Nov 2012 - Jun 2016
    Rio De Janeiro, Brazil
    - Monitored and continuously analyzed regional KPIs, implementing improvements that enhanced administrative processes and reduced response times.- Collaborated with internal and external managers to define impactful strategies for performance improvements.- Served as an instructor, providing training on computerized systems for technical teams.Technologies and Tools: Corporate Data Warehouse, MS-Access
  • Federal Revenue Of Brazil
    Tax Auditor – Federal Revenue Agency, Macaé
    Federal Revenue Of Brazil Dec 2004 - Nov 2012
    Macaé, Rio De Janeiro, Brazil
    In my role at the Macaé Agency, I fulfilled various functions requiring analytical skills, KPI management, and process optimization, consistently aiming to improve agency efficiency and public service.-Data Analysis for KPI Improvement: Utilized databases (MS-Access) and analysis tools to identify patterns, reducing average customer wait times and increasing satisfaction.- Process Management and Optimization: Focused on backlog reduction and team performance, implementing KPI monitoring practices that elevated operational efficiency.- Training and Development: Conducted training on data systems, equipping teams with tools for fiscal management and administrative tasks.- Leadership and Coordination: Supervised a multidisciplinary team, focusing on process optimization and quality public service delivery.Technologies and Tools: MS-Access, Data Warehouse, KPI Management Tools
  • Federal Revenue Of Brazil
    Tax Auditor – General Coordination Of Revenue Collection And Enforcement
    Federal Revenue Of Brazil Jul 1999 - Dec 2004
    Brasília, Df, Brazil
    Contributed to the coordination and design of computerized systems to optimize revenue collection and enforcement processes, including drafting and standardizing tax procedures.- Systems Design and Data Analysis: Developed systems for monitoring revenue indicators.- Process Standardization: Assisted in creating standards to improve efficiency in tax procedures.Technologies and Tools: MS-Access, Corporate Data Warehouse
  • Office Of The General-Comptroller (Cgu)
    Finance And Control Analyst
    Office Of The General-Comptroller (Cgu) Feb 1997 - Jun 1999
    Brasília, Df, Brazil
    Began as a Finance and Control Analyst and later served as Division Chief. Responsible for budget analysis and monitoring for Ministry of Science and Technology (MCT) agencies, utilizing database systems for data extraction and financial analysis in support of decision-making.- Budget Data Management and Analysis: Extracted and analyzed data using SIAFI and MS-Access for management reports.- Team Leadership: Led a division, overseeing technical studies and budgeting activities.Technologies and Tools: MS-Access, SIAFI
  • Cepel
    Electronics Engineer
    Cepel Sep 1986 - Feb 1997
    Rio De Janeiro, Brazil
    Assistant Researcher. Main responsibilities:- Development and expansion of data acquisition system for laboratory applications.- Signal processing software development.- Conducted lab studies and field measurements.- Designed analog and digital circuits for power grid simulations.
  • Cepel
    Engineering Intern
    Cepel Jul 1985 - Aug 1986
    Rio De Janeiro, Brazil
    Electronics engineering internship. Key activities:- Signal digitization hardware design.- Assembled, tested, and deployed hardware systems.- Programmed in Assembly 8086 and C.
  • Científica Informática Ltda
    Intern
    Científica Informática Ltda May 1985 - Jul 1985
    Rio De Janeiro, Brazil
    Fixed IBM-PC type computers.

Manoel Luiz Menezes Mendonça Skills

Management Strategic Planning Microsoft Excel Customer Service Project Management Microsoft Powerpoint Vendas

Manoel Luiz Menezes Mendonça Education Details

Frequently Asked Questions about Manoel Luiz Menezes Mendonça

What company does Manoel Luiz Menezes Mendonça work for?

Manoel Luiz Menezes Mendonça works for Comunidade Ds

What is Manoel Luiz Menezes Mendonça's role at the current company?

Manoel Luiz Menezes Mendonça's current role is Cientista de dados.

What schools did Manoel Luiz Menezes Mendonça attend?

Manoel Luiz Menezes Mendonça attended University College Dublin, Ufrj - Federal University Of Rio De Janeiro, Universidade Federal Fluminense.

What skills is Manoel Luiz Menezes Mendonça known for?

Manoel Luiz Menezes Mendonça has skills like Management, Strategic Planning, Microsoft Excel, Customer Service, Project Management, Microsoft Powerpoint, Vendas.

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