For founders, executives, and investors making critical market decisions:
Market Analysis & Reporting
Do you want to enter a market, understand your competitors, or predict the demand, but you don't have the data or analysis to back it up? I gather the data, analyze it, and deliver insights you can use.
PhD Mathematician | Providing data-driven market analysis for real estate, fintech, retail, and strategic business decisions
As a PhD mathematician specializing in market analysis and data-driven research, I help founders, executives, and investors make better strategic decisions.
Whether you need competitive analysis, market entry research, demand forecasting for real estate, or macroeconomic impact studies – I gather the data, apply analysis, and deliver clear reports with actionable recommendations.
Are You Making Decisions Without the Data You Need?
You’re considering entering a new market. The opportunity looks good. But you don’t know if the demand is there, who the competitors are, or what the risks look like.
You need to understand what your competitors are doing, how they’re positioned, where you have advantages and where not. But you don’t have time to research every competitor properly.
You’re presenting to investors soon, and you know they’ll ask hard questions about market size, competition, and growth potential. You need credible data and analysis to back up your strategy.
You’re developing new real estate. You need to predict demand, understand macroeconomic factors, and know if this location will be profitable. But the data is scattered across multiple sources and you’re not sure how to analyze it.
You have economic data, market reports or industry studies, but you don’t know how it applies to your specific business. You need someone to connect the dots and tell you what it means for your decision.
Your gut says this is the right move. But you need analysis to confirm it or challenge it.
Because making the wrong call wastes money, time, and credibility.
Why Generic Research Isn't Enough?
You know that generic market reports are too broad. They tell you about industries, but not about your specific opportunity.
Your internal team is busy running the business. They don’t have time for deep research. And they might not have the analytical skills to extract meaningful insights from complex data.
Hiring a market research firm is expensive and slow. And they often deliver reports full of data but light on actionable insights.
What you actually need:
Someone who can gather the specific data you need, apply rigorous statistical and mathematical analysis, and translate findings into clear recommendations you can use to make decisions.
That’s what I deliver.
The Kind of Analysis I Do
Market Entry & Opportunity Analysis
Is this market worth entering? Who are the existing players? What does the competitive landscape look like? Where are the opportunities and what are the risks?
I gather market data, analyze trends, assess competition, and deliver a clear picture of whether this opportunity makes sense for you.
Competitive Analysis
Who are your competitors? What are they doing? How are they positioned? Where do you have advantages? Where are you vulnerable?
I research competitors, analyze their strategies, identify patterns, and show you where you can differentiate or where you need to defend.
Demand Prediction & Forecasting
Will people actually buy this? Will tenants rent these units? What does the macroeconomic data tell us about future demand?
I combine data from multiple sources like real estate trends, economic indicators, demographic data, or geographic information, and use mathematical modeling to forecast demand. You get predictions backed by analysis.
Data Integration & Visualization
You have data scattered across multiple sources. I bring it together, analyze it properly, and create dashboards that make the insights clear.
Charts, graphs, and visualizations that show patterns you couldn’t see in spreadsheets.
How This Works
Understand Your Question
We start with a conversation. What decision are you trying to make? What would you need to know to make it confidently? What data would help? I make sure I understand what you’re actually trying to figure out.
Gather the Right Data
I find and compile data from the sources that matter for your question. Market data, economic indicators, competitor information, industry reports, real estate data, geographic data. Whatever is relevant to your decision.
Analyze with Rigor
I apply statistical methods and mathematical models to the data. I look for patterns, test hypotheses, and extract insights. This is rigorous analysis to find what the data tells us.
Build Dashboards (When Needed)
If visual dashboards would help you understand the findings, I will build them. Charts and graphs that make complex data immediately clear.
Deliver a Clear Report
You get a well-presented report with findings, analysis, and actionable recommendations.
Plus a consultation where I walk you through it and answer questions.
This Offer is Perfect For You If:
✓ You’re a founder or executive making strategic market decisions
✓ You’re in real estate and need demand forecasting for new developments
✓ You’re raising capital and need credible market analysis to show investors
✓ You need competitive intelligence to inform your business strategy
✓ You have data but need someone to analyze it properly and extract insights
✓ You’re considering market expansion and need to know if the opportunity supports it
✓ You need macroeconomic analysis applied to your specific business situation
✓ You’re making a high-stakes decision and need data to back it up or challenge your assumptions
This might not be the right fit if:
✗ You need quick, surface-level research (I do deep, rigorous analysis)
✗ You just need someone to compile existing reports without original analysis
Analysis I've Delivered
Time Series Forecasting Model for Ethereum (ETH)
The goal was to build a machine learning model that can predict daily high prices of Ethereum.
Python Algorithms for Financial Market Data
This project was about building a web app that displays charts with price data, signals (green and red dots), and metrics.
Housing Market Predictive Model in Python
This project was about building a predictive model for the Zillow Home Value Index. The model predicts home prices for the next 3 months on the monthly data and for the next 3 years on the yearly data.
Mathematical Formula for Trading Risk Management
This project was about developing a mathematical formula that computes the amount to risk in trading, given the trailing drawdown, win rate, and risk/reward.
What You Get
Comprehensive Written Report
Clear, well-organized report with findings, analysis, and actionable recommendations. Written for your audience.
Data Dashboards (When Applicable)
Visual dashboards that show key insights. Charts, graphs, and visualizations that make complex data immediately understandable.
Source Documentation
Clear documentation of where data came from, how it was analyzed, and what assumptions were made.
Actionable Recommendations
Clear recommendations on what you should do based on what the data tells us.
One-on-One Consultation
I walk you through the findings, answer your questions, make sure you understand the analysis and feel confident using it to make your decision.
Presentation-Ready Format
If you need to present these findings to your team, board, or investors, the report and dashboards are ready to use.
What Clients Say!
Frequently Asked Questions
Depends on the scope of analysis. A focused competitive analysis might take 2 to 12 weeks. A comprehensive market entry study with demand forecasting might take 12 to 48 weeks. During the free consultation, I’ll give you a realistic timeline based on your specific needs.
Cost depends on the depth and breadth of analysis. A narrow, focused study costs less than comprehensive multi-market research. I also offer hourly consulting if you want to start with a smaller scope. The free 30-minute consultation helps us both assess what you need and what it will cost.
That’s fine. Most clients don’t. That’s why we start with a conversation about your decision. I’ll help you figure out what data and analysis would actually help you make that decision confidently.
Yes. If you want me to present the analysis directly, we can arrange that. The report and dashboards are also designed to be presentation-ready if you prefer to present them yourself.
Yes. If you have internal data that needs to be analyzed alongside market data, I can work with it. Confidentiality is guaranteed.
I’ll tell you what the data says. If the analysis suggests a market isn’t as strong as expected, or competitors are too entrenched, or demand won’t support your plan, you’ll know before you waste resources on it. Sometimes the most valuable analysis is the one that saves you from a bad decision.
Let's Get You the Data-Driven Insights You Need
You’re making an important decision. You need data and analysis you can trust. Analysis that answers your actual question. Recommendations you can act on.
Contact me
Please send me a message about your project. Be as detailed as possible.