AI Data Infrastructure Service

Real Estate Intelligence,
Engineered.

Moving the built world into the AI era. We architect institutional-grade data infrastructure, replacing static spreadsheets with live pipelines and intelligent systems for AI optimization.

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Traditional real estate consulting relies on outdated census data and manual aggregation.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.

Data Infrastructure

Building scalable data warehouses and lakes (BigQuery, Snowflake) that serve as a single source of truth for your organization.

Custom Applications

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

Financial Engineering

Translating complex financial models into code for real-time calculation, scenario analysis, and automated reporting.

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.

Real Estate Focus

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
Real Estate Focus

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
Fintech Focus

Tenant Credit Risk Engine

Commercial Portfolio

Real-time tenant credit monitoring system integrating public filings and payment history to predict potential lease defaults 6 months in advance.

Credit APIPredictive ModelingLease Data
Real Estate Focus

AI Analyzer for Offering Memorandums

National Scale

AI analyzer for offering memorandums. Analyzes public filings and payment history to predict potential lease defaults 6 months in advance.

PythonExcel IntegrationData VisualizationFirecrawlZillow APICensus APIFIPS Code
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