I work at the intersection of data, decision-making, and investment.
I help investors and companies reduce risk and make profitable investment decisions using data and AI. Focused on real estate, rental properties, and commerce & logistics businesses.
My background is rooted in building data products, operational tools and real estate investments in environments where decisions have real financial consequences.
Over the years, this experience has been applied to help businesses and individual investors reduce uncertainty, evaluate opportunities, and execute with clarity—before capital is committed.
My Experience
My Experience
Data-Driven Product Leader & Commercial Real Estate Analytics Expert
I have led and contributed to data-driven initiatives across technology, commerce, logistics, and real estate, working on problems related to business planning, forecasting, optimization, and execution.
My experience includes designing and operating systems used for:
Forecasting demand and planning capacity
Supporting operational decisions at scale
Evaluating risk, profitability, and long-term sustainability
More recently, this experience has been applied to real estate and investment projects; including commercial developments and short-term rental (Airbnb-type) businesses where understanding demand, pricing, and risk before execution is critical.
My Timeline
My Timeline
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
2018
Graduated as an Architect, with a focus on design, construction, and real estate development.
2018-2019
Worked on residential and commercial real estate projects valued at $3M+, gaining hands-on experience in planning, construction, and project execution.
2019-2020
Completed a Master’s degree at University College London (UCL), ranked #1 globally in the Built Environment, specializing in data-driven analysis for cities, businesses and real estate.
2021-2022
Founded i-DA, a data analytics company focused on real estate and urban analysis, collaborating with organizations such as Volkswagen, GNC, and Banco del Austro.
2022-Today
Global Senior Product Manager at Rappi, Latin America’s most valuable unicorn ($5B+ valuation), leading data-driven initiatives for planning, forecasting, and operational decision-making across 9 countries.
2022-Today
Investor in rental real estate projects valued at $100K+, applying data-driven methodologies to evaluate, operate, and scale long-term investments.
2022-Today
Collaborations on data and urban analytics projects with organizations such as Urban AI and Universidad Católica de Cuenca (UCACUE).
My Skills
My Skills
My work focuses on turning complex data into clear, actionable investment decisions.
Each project is approached as a complete system; connecting market demand, financial performance, and day-to-day operations.
1
Market and demand analysis
Understanding where real opportunities exist before investing.
1
Market and demand analysis
Understanding where real opportunities exist before investing.
2
Risks and scenario modeling
Evaluating downside, upside, and different outcomes before decisions are made.
2
Risks and scenario modeling
Evaluating downside, upside, and different outcomes before decisions are made.
3
Profit and pricing analysis
Using data and AI to define realistic returns and sustainable pricing strategies.
3
Profit and pricing analysis
Using data and AI to define realistic returns and sustainable pricing strategies.
4
Optimization and data products
Improving how businesses operate by designing tools and processes driven by data.
4
Optimization and data products
Improving how businesses operate by designing tools and processes driven by data.
5
Decision-making systems
Building simple frameworks that help teams make better decisions every day.
5
Decision-making systems
Building simple frameworks that help teams make better decisions every day.
My Skills
My work focuses on turning complex data into clear, actionable investment decisions.
Each project is approached as a complete system; connecting market demand, financial performance, and day-to-day operations.
1
This includes:
Market and demand analysis
2
This includes:
Risk assesment and scenario modeling
3
This includes:
Profitability and pricing analysis
4
This includes:
Data-driven operational optimization
5
This includes:
Designing decision-making systems for day-to-day execution
My mission
I help people and organizations make better decisions before they invest or execute, so decisions are made with clarity and purpose. By using data as a strategic asset, I support investments that are resilient, well-informed, and aligned with long-term value creation. I work with people and teams who value transparency, disciplined thinking, and decisions that continue to make sense over time.
My mission
I help people and organizations make better decisions before they invest or execute, so decisions are made with clarity and purpose. By using data as a strategic asset, I support investments that are resilient, well-informed, and aligned with long-term value creation. I work with people and teams who value transparency, disciplined thinking, and decisions that continue to make sense over time.
When should you contact me? If you’re ready to use data to improve how your business is planned, built, operated, and scaled.
When should you contact me? If you’re ready to use data to improve how your business is planned, built, operated, and scaled.
When should you contact me? If you’re ready to use data to improve how your business is planned, built, operated, and scaled.