Built World Technical Partner

Data Engineering for the
Built World.

Moving the built world to the modern era. Replacing static spreadsheets with live pipelines for real estate, agriculture, and infrastructure.

Engineering your physical and financial data to be AI-Ready.

LIVE MONITORING: Retail Pull Factor: 1.45 (High Import)|
Tax Gap Analysis: Active|
10-Year Treasury: 4.12%|
Permit Velocity: -12% YoY|
Absorption Rate: 94.2%|
Real-Time Migration Flows: INBOUND (Strong)|
LIVE MONITORING: Retail Pull Factor: 1.45 (High Import)|
Tax Gap Analysis: Active|
10-Year Treasury: 4.12%|
Permit Velocity: -12% YoY|
Absorption Rate: 94.2%|
Real-Time Migration Flows: INBOUND (Strong)|
LIVE MONITORING: Retail Pull Factor: 1.45 (High Import)|
Tax Gap Analysis: Active|
10-Year Treasury: 4.12%|
Permit Velocity: -12% YoY|
Absorption Rate: 94.2%|
Real-Time Migration Flows: INBOUND (Strong)|
LIVE MONITORING: Retail Pull Factor: 1.45 (High Import)|
Tax Gap Analysis: Active|
10-Year Treasury: 4.12%|
Permit Velocity: -12% YoY|
Absorption Rate: 94.2%|
Real-Time Migration Flows: INBOUND (Strong)|

The Paradigm Shift

Traditional real estate consulting relies on outdated census data and manual aggregation. We build software systems that index the market in real-time.

Data Source - Industry Standard
Static PDFs / Old Excel Spreadsheets
Data Source - JRE Approach
Live Data Pipelines / Real-Time Scraping
Indicators - Industry Standard
Lagging (Historical)
Indicators - JRE Approach
Leading (Predictive Indicators)
Methodology - Industry Standard
"Gut Feeling" / Broker Talk
Methodology - JRE Approach
Quantified Demand Modeling
Speed - Industry Standard
Weeks to Aggregate
Speed - JRE Approach
Instant / Programmatic

Technical Capabilities

Delivering enterprise-grade data engineering and software development to solve complex business challenges.

Automated Workflows

Replacing manual spreadsheet processes with robust, automated pipelines that reduce error and save hundreds of hours across real estate and infrastructure.

AI-Ready Infrastructure

Building scalable data warehouses and lakes (BigQuery, Snowflake) that structure your physical and financial assets for immediate AI ingestion.

Custom Applications

Developing tailored web applications for internal tooling, client portals, and complex spatial data visualization.

Asset Engineering

Translating complex financial and environmental models into code for real-time scenario analysis across the built world.

Core Languages

  • Python
  • SQL
  • TypeScript
  • Rust

Data Engineering

  • dbt
  • Airflow
  • BigQuery
  • Snowflake
  • Postgres

Web & Viz

  • Next.js
  • React
  • Tableau
  • PowerBI
  • Tailwind

Infrastructure

  • AWS
  • Docker
  • Terraform
  • Google Cloud

Selected Projects

Engineering case studies across data infrastructure and asset valuation.

Urban Assets

Predictive Mixed-Use Demand Model

Nashua, NH

Dynamic demand modeling for a 40-acre lifestyle center. Integrated tax migration flows and real-time competitor scraping to validate a 15% rent premium based on cross-border arbitrage.

PythonCensus APIIRS Migration DataCoStar
Technical Focus

Data Architecture for a Capital Advisory Firm

Distributed Architecture

Data architecture for a capital advisory firm. Implemented a data warehouse and ETL pipeline to aggregate and analyze data from multiple sources.

PythonSQLData WarehousingETLData Visualization
Fintech Focus

Treasury Infrastructure for Underwriting

Multi-Party Platform

Designed the business logic and treasury layer for a real estate development firm, focusing on automated systems and work flows to optimize underwriting and closing processes.

Financial ModelingSettlement LogicSystem Arch
Urban Assets

Automated Underwriting Pipeline

National Scale

End-to-end acquisition pipeline processing 100+ deals weekly. Auto-generating initial investment memos and sensitivity tables for investment committee review.

PythonExcel IntegrationCash Flow Modeling
Natural Assets & Ag

Agricultural Yield vs. Land Value Model

Midwest Portfolio

Real-time crop yield monitoring system integrating satellite imagery and public filings to predict farmland valuation adjustments 6 months in advance.

USDA APIPredictive ModelingSpatial Data
Industrial & Logistics

AI Analyzer for Industrial Logistics

National Scale

AI analyzer for cold-storage and logistics memorandums. Models drive-times against demographic shifts to value industrial infrastructure assets.

PythonData VisualizationFirecrawlCensus APISupply Chain
Leadership

Engineered with Experience.

JRE Analytics is led by Sam Jakshtis, an expert in data engineering and asset valuation with a focus on scalable architecture.

With a background in high-performance data engineering, Sam brings disciplined execution to market analysis, aiming to close the gap between institutional data standards and real estate consulting.

Sam Jakshtis
Principal Engineer