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At OHK Consultants, we specialize in providing strategic, innovative, and development solutions to our clients. Our goal is to help organizations achieve their objectives by offering customized services that are tailored to their specific needs. We offer strategy, intelligence, and innovation consul

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Geographic Information Systems (GIS) have long been the backbone of modern cadastral mapping—systems used to define land ownership, boundaries, and related records. Historically, these systems relied heavily on line-based cartographic data models, but over the past two decades, a significant transit

Last week we looked at the Parcel Data Model, a comprehensive way to store and manage information about Land Records that divides the layers of data, or "Types" into two distinct classes: those types that define how the lands are "partitioned or divided" and those types that defi

A defined area of real property, commonly referred to as a tract, represents a specific, legally recognized unit of land. This unit can be described through various methods, including metes and bounds, lot and block systems, or government surveys. Consider, for instance, a single-family residential lot within a platted subdivision, a large agricultural holding identified by its boundaries, or a commercial property delineated by its unique dimensions.

Street-level imagery, powered by collaboration and computer vision.

A column from members of the Urban and Regional Information Systems Association (URISA), Managing GIS focuses on issues associated with GIS management.

Real estate data is found in a multiple sources like private property documents, county office records, MLS listings sites and many more.

Leading companies across retail, e-commerce, and real estate need accurate data collection to help them glean actionable insights.

GIS-enabled parcel map is a relatable visual presentation of property data that is transforming the real estate industry.

LightBox Parcel Data offers comprehensive nationwide land parcel info with 300+ attributes, crucial for real estate professionals and urban planners.

Get detailed US property data with Cotality's database featuring 250+ attributes, including land parcel boundary info, ownership, land use, and tax data.

The STAC specification is a common language to describe geospatial information, so it can more easily be worked with, indexed, and discovered.

Earth Engine's public data catalog includes a variety of standard Earth science raster datasets. You can import these datasets into your script environment with a single click. You can also upload your own raster data or vector data for private use or sharing in your scripts.

One of our main projects at Jumping Rivers in the last year has been building the Litmusverse, a platform for validation. An important component when assessing the quality of code within a package is the unit tests. In this blog we discuss the main features of the `{testthat}` package, as a very convenient way for testing R code.

As land developers have data at their disposal, here are five sources that are overlooked or even unknown, despite many practical benefits.

Enrich your data with global demographic, behavioral, and places data. Learn more about our ArcGIS GeoEnrichment Service and get started today.

How I built my unified, modular AI system named Kai

As stated in each article in this series, the sales comparison approach is only as good as the comparables used to arrive at the value for the subject

September 2025

Zoning regulations significantly shape the landscape of property development, influencing how you can utilize or invest in your parcel. Understanding land use zoning information not only informs you about permissible uses for your property but also impacts your decisions regarding future developments, sales, or improvements. By familiarizing yourself with local zoning laws, you can better

Property valuation has undergone a dramatic transformation over the past decade, thanks to the rise of artificial intelligence (AI), accessible big data, and sophisticated analytics platforms. Gone are the days when property values relied solely on local experts’ intuition and basic comps.

The table below lists the property attributes for version 2. Attribute Name Description pbKey Unique ID for an addressable location. propApn Formatted assessor's parcel number (APN) or parcel ...

Effective real estate data collection enables informed decision-making, strategic optimization, and competitive advantage. Prioritizing data collection is essential for profitable […]

Nationwide Land Parcel Dataset

15 geospatial data management best practices for a successful business strategy.

Geospatial data integration can give your organization powerful insights, but it’s not without its challenges. We’ll discuss some issues and how to tackle them.