Daniel Rodríguez Otero
Data Scientist | Data Analyst | MLOps Engineer Enthusiast
Mexico City
Summary
Passionate Data Scientist with a strong background in designing and developing advanced analytical solutions, particularly in Machine Learning Operations (MLOps). An engineer by profession with a master’s degree focused on Data Science, with extensive experience in data analysis, mining, and visualization, as well as in processing large datasets. Expertise includes project management, quality management systems, and statistical analysis. Team-oriented, skilled in problem-solving, eager to take on new challenges, and committed to continuous learning.
Overview
12
12
years of professional experience
7
7
years of post-secondary education
3
3
Certifications
Work History
Data Scientist
Kavak
05.2022 - Current
- Development of end-to-end pricing optimization models to establish service price for Kavak’s extended warranty. Increasing 5% profit
- Developed and implemented comprehensive Customer Lifetime Value (CLV) system for Kavak's customers and potential clients. Built custom data pipelines for efficient data ingestion and processing, which enhanced workflow efficiency. Leveraged CLV data and sales/purchase funnel insights to create targeted customer lists for personalized communication. Increasing sell conversion by 10%
- Developed car recommendation algorithms and clustering models based on vehicle type, brand, year, and other variables.
- Built algorithms using geographical data to assign clients to nearest branch.
- Conducted market research to answer questions like: How many cars are there in Mexico (new and used)? How often do people change cars? Among others.
Data Scientist
OPI Analytics
05.2021 - 05.2022
- Development of customer segmentation models based on sales metrics.
- Creating models for new store openings using geographical data.
- Developed geographical features to improve model accuracy.
- Developed machine learning models to determine amount of cash to be placed in ATMs using time series.
Data Scientist
DataLabMX
05.2019 - 11.2020
- Conducted exploratory, temporal, spatial, and data visualization analysis on electoral topics, crime, urban mobility, sales, and commerce.
- Applied methodologies for anomaly detection, forecasting, and clustering in time series for customer segmentation and trend analysis.
- Created location intelligence models using statistical methods.
- Extracted and cleaned data from various open data sources.
- Generated socioeconomic indices.
- Created content (storytelling) for FÁCTICO DataLabMX column on Animal Político.
- Researched methodologies to generate new analysis and model proposals.
- Developed projects for public and private sectors.
PMO Leader SAP Implementation
Grupo Seguridad Integral, S.A. de C.V.
05.2012 - 02.2017
- Responsible for ensuring project plan compliance.
- Organized logistics and training for SAP HR Time Management module.
- Managed change during project lifetime.
- Coordinated with SAP modules: Business Intelligence, Material Management, Sales & Distribution, Plant Maintenance, Financial Accounting, Controlling, Treasury, Payroll Accounting, Organizational Management, Basis, and ABAP.
- Implemented quality circles in each of business units nationwide.
- Provided training and applied quality and statistical tools for problem-solving.
Education
Master of Science - Data Science
INFOTEC, CONACYT
Mexico City, Mexico 08.2017 - 08.2019
Bachelor of Science - Industrial Engineering
Universidad Autónoma Metropolitana, Azcapotzalco
Mexico City, Mexico 09.2005 - 09.2010
Skills
Software:Python (pandas, numpy, matplotlib, plotly, geopandas, pysal, scikit-learn, keras, pyspark) R (Tidyverse, dplyr, caret, ggplot2, ggmap) SQL, Git, AWS Cloud, Tableau, Office suite
Languages: English B2, Spanish (native)
Certification
Data Scientist with Python
Timeline
Data Scientist
Kavak
05.2022 - Current
Data Scientist
OPI Analytics
05.2021 - 05.2022
Data Scientist with Python
06-2020
Data Scientist
DataLabMX
05.2019 - 11.2020
SAS Scholarship
07-2018
Master of Science - Data Science
INFOTEC, CONACYT
08.2017 - 08.2019
Data Mining with R Program
05-2015
PMO Leader SAP Implementation
Grupo Seguridad Integral, S.A. de C.V.
05.2012 - 02.2017
Bachelor of Science - Industrial Engineering
Universidad Autónoma Metropolitana, Azcapotzalco
09.2005 - 09.2010
Similar Profiles
Ana Cristina TovarAna Cristina Tovar
Group Product Manager at KavakGroup Product Manager at Kavak
Vikas Pratap SinghVikas Pratap Singh
Project Lead at KAVAKProject Lead at KAVAK
Fernando Medina ContrerasFernando Medina Contreras
Asesor De Autofinanciamiento at KAVAKAsesor De Autofinanciamiento at KAVAK