New Construction Data Mismatch in MLS Systems Persists as Industry Standards Slowly Evolve

The article examines how MLS systems, originally designed for resale transactions, inadequately represent new construction inventory due to data standard gaps and builder pricing strategies, with recent efforts by RESO and platforms like Builders Update aiming to address these issues.

NY Metrowire Staff
Real Estate
New Construction Data Mismatch in MLS Systems Persists as Industry Standards Slowly Evolve

For years, new construction has been an awkward fit within multiple listing services (MLS), according to Bill Gaul, CEO of Builders Update and chair of the RESO Data Dictionary New Construction Subcommittee. The MLS data infrastructure was built around resale transactions, not reflecting how builders manage and sell inventory. "It's been a round peg trying to fit into a square hole in the MLS," Gaul says.

The consequences are concrete. Agents often show buyers a listing found in the MLS, only to discover at a development not one home but fifteen nearly identical models. The listing represented a single unit; the reality is a sales operation with its own pricing strategy, customization options, and construction timeline. Agents unfamiliar with new construction find this environment harder to navigate, leaving buyers confused.

Gaul spent roughly a year working through RESO's subcommittee process to address basic terminology problems: "under construction," "to be built," and "quick move-in" were used inconsistently across systems or not recognized at all. "It took me about a year of developing consensus among the group. We finally got it to where it's usable for builders," Gaul says.

One less-discussed reason new construction is underrepresented in MLS data is that builders often have good business reasons to list selectively. When a builder lists a home in the MLS, they are typically required to report the sale price once it closes, and that disclosure can complicate pricing across a development with multiple similar units. Gaul compares it to a car dealership: if buyers could see exactly what the last customer paid for the same vehicle, every subsequent negotiation would start from that number. "Builders will only put their model home in, maybe a couple of other models. They're not going to put everything in," Gaul says.

The result is that MLS systems tend to underrepresent new construction inventory, not because builders are unaware of the MLS, but because full participation can work against their pricing strategy. Agents searching for new construction find an incomplete picture, buyers who rely on MLS-based searches miss available inventory, and builders who participate partially end up with listings that don't fully reflect what they're selling.

The data-standards problem is compounded by limited agent training specific to new construction. Licensing programs teach agents how to handle resale transactions, but not the skills required for new construction: understanding construction timelines, interpreting floor plans, navigating builder contracts, and knowing how to sequence visits. "They don't teach agents how to sell new construction. They teach how to resell, but not new construction," Gaul says.

Gaul's company, Builders Update, has developed a training program for agents selling new construction, structured as a self-paced course with six modules. The platform takes inventory data directly from builders, time-stamps every listing, and performs quality-control checks before publishing. Because construction status and pricing can change within weeks, data that passes through multiple intermediaries can be out of date by the time a buyer sees it. "We want to become the pure source for new construction data," Gaul says.

The platform currently serves approximately 858,000 agents nationwide and is expanding internationally, with the site now available in nine languages and nine currencies. Gaul's recent ambassadorship with the GDX global MLS network is intended to extend that reach, connecting US new construction inventory with buyers in Latin America, Europe, and beyond.

The RESO data dictionary changes Gaul has pushed through have moved from the subcommittee to a broader vote, where organizations less focused on new construction may be more cautious about change. As builders represent a growing share of available inventory in many markets, buyers searching through MLS-based tools will continue to see an incomplete picture until those standards catch up.

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