Realtor With Corporate Pricing Background Says Many Agents Rely on Intuition Over Data

Written by:

Rudi Davis

Date:

19 Feb 2026

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A realtor with a corporate pricing background says many agents rely on intuition rather than formal pricing methods. She argues this can lead to overpricing and lower seller proceeds, especially as markets normalize.

Carly Ringer, a realtor with Keller Williams Realty Spring Lake who spent 13 years analyzing pricing and advertising for major corporations before entering real estate. She says the gap between data-driven pricing and intuition-based pricing is widening as market conditions slow. “I would say 99% of Realtors don’t have a background in that,” Ringer says, referring to formal pricing analysis. “But I analyzed prices for 13 years, and that is very important, not only for investors but also for buyers and sellers.”

According to Ringer, the lack of formal pricing analysis leads sellers to routinely list homes above realistic sale prices. These properties stay on the market longer, require price reductions, and often sell for less than if they had been priced correctly at the start. “Sellers are overpricing, which is why we’re seeing price decreases,” she says. “The houses are still closing at a higher price, considerably higher than last year, at least at the Jersey Shore, but people are also listing considerably higher, and they have to bring the price down for people to be more realistic.”

The Time-on-Market Penalty

Ringer says incorrect initial pricing is not a harmless strategy. She argues it is a measurable error that costs sellers money. “I want to make sure that I price it correctly, because if a house sits on the market for too long, that person’s going to end up making less money than they would have if they priced it right in the beginning,” she says.

This contrasts with common real estate advice suggesting sellers start high to “test the market” or create negotiating room. Ringer’s analysis shows that once a property remains beyond the typical absorption period, buyers become wary, lower offers become more likely, and price reductions are visible to all prospective buyers. Each week on the market erodes both perceived value and negotiating power.

Ringer defines pricing discipline as understanding several interrelated variables she believes many agents overlook. She explains, “Because I’m so analytical, I look further out into the distance. I don’t just assume that rent or value will remain flat for 10 years, it might go up or down.”

This forward-looking approach differs for sellers, buyers, and investors. For sellers, this means estimating how long a property may stay on the market at different price points and calculating the financial and reputational costs of each scenario. For buyers, it involves weighing the potential costs of waiting for price drops against likely changes in interest rates. For investors, this means projecting conservative rent growth and accounting for local regulations, rather than simply assuming past trends will continue.

The Buyer Pricing Challenge

Ringer also questions common assumptions about buyer behavior. “From a buyer’s perspective, I want to make sure that they’re not overpaying if they don’t want to, because there are certainly cases where people don’t mind overpaying, and people don’t really talk about that either,” she says.

She says overpaying can be rational for buyers planning to stay long term. If a buyer expects to live in a home for a decade or more, paying above-market value may be justified by the use value, expected appreciation, and the cost of continued searching. “If you really want a house and you know you’re going to be there in 10 years, overpaying doesn’t matter,” Ringer says.

However, she warns that many buyers are making the opposite mistake: delaying purchases based on headlines about potential price declines, without analyzing whether those declines are likely in their specific market. “I highly recommend to people, if you find a house that you like now, don’t wait, because it’s going to cost you even more money in the future,” she says, pointing to the likelihood of higher prices if interest rates drop and more buyers return to the market.

Ringer explains that when interest rates fall, buyer demand surges, increasing competition and supporting higher prices. Buyers waiting for a market correction may overlook supply-and-demand dynamics. “When the interest rates come down, you are going to have so many more people come back into the buying market, that when you have a surplus of people, it’s going to keep pushing the price up,” she says.

Investor Mistakes Add Up

For investors, Ringer says a lack of analysis can lead to larger, compounding mistakes. “It is very important to know your numbers and to work with a realtor who understands the nitty-gritty of the numbers and is also realistic about the future,” she says.

This means more than running simple projections. Investors should account for local ordinance changes that affect rental income, develop conservative rent growth models, and focus on net revenue rather than gross revenue. Ringer describes a recent trend in which investors recognize that they may earn higher net income from annual rentals than from short-term vacation properties, once all costs and time commitments are considered.

She observes a growing awareness among investors, driven by greater access to information and online resources. “People are just becoming so much more educated” about real estate investing, she says. However, she cautions that surface-level education does not always translate into disciplined financial modeling or realistic pricing.

A Slower Market Rewards Precision

Ringer notes that today’s market, where buyers are more deliberate and properties take longer to sell, rewards agents and investors who rely on careful analysis. “People are not rushing into a deal like they used to,” she says. “They’re taking their time now, because in the past speed was important, and people were just buying something to buy something.”

In fast-moving markets, pricing precision is less important because demand ensures most listings sell quickly. But as markets slow, buyers have more choices and sellers face more competition. In in slower markets with more inventory, pricing becomes the main differentiator, and disciplined analysis can mean the difference between a quick, profitable sale and a drawn-out, costly listing.

Corporate Methods for Residential Pricing

Ringer’s solution is to apply corporate-style analytical frameworks to residential real estate. Her experience analyzing pricing for major companies gives her tools that most residential agents lack. She says she uses the same methods, including scenario modeling, sensitivity analysis, and market segmentation, in her real estate practice.

Whether this approach will spread depends on how clearly agents and sellers see the cost of imprecise pricing. As markets continue to normalize and the days of automatic bidding wars fade, agents who can explain and justify their pricing with data, who model likely outcomes, and who understand the real costs of time on the market will likely outperform those relying on intuition or recent trends.

Looking Ahead: Analytics as a Competitive Edge

As the real estate market stabilizes, the gap between data-driven and intuition-based pricing is becoming more apparent. Sellers who rely on disciplined analysis, factoring in absorption rates, buyer psychology, and future market scenarios, may achieve greater returns. Buyers and investors who apply similar rigor in evaluating opportunities avoid both overpaying and missing chances due to misplaced caution.

In a market no longer defined by urgency, analytics and pricing discipline are emerging as key drivers of success. Agents and investors willing to move beyond gut instinct and adopt a more analytical approach are likely to find themselves ahead as the industry adapts to new realities.