Recruiting agents with production data: what brokers can and can't do

Production data can help a broker find agents who would thrive in the office. It can also get a brokerage in trouble if it comes from the wrong place or is used the wrong way. Here is where the lines are.

This article is general education, not legal advice. MLS rules, data licenses and state laws vary. Talk to your MLS and an attorney before you build a recruiting program on data.

Recruiting has always run on reputation. Today it also runs on spreadsheets: closed sales, volume, listings and price points, pulled from MLS data or public records and sorted by agent. Whole products are built around it. Lone Wolf, for example, lists BrokerMetrics Talent as a recruiting and retention tool on its about page (checked 11/01/2026). Used well, this data helps you find agents who fit your market and your model. Used carelessly, it raises questions about MLS rules, antitrust law and plain fairness.

What production data is

Production data is a record of what an agent has done: listings taken, homes sold, sides closed, volume, average price and days on market. It usually comes from one of three places:

• The MLS, through your own access or a vendor's data feed.
• Public records, such as recorded deeds, which show sales but often not the agents.
• Your own system, for agents already at your brokerage.

Each source comes with its own rules. That is the part people skip.

The data source sets the rules

MLS data is licensed, not owned by whoever downloads it. NAR's Handbook on Multiple Listing Policy says use of information published by an association MLS is strictly limited to activities authorized by a participant's licensure, and unauthorized uses are prohibited. Your MLS's own rules and any vendor's data license spell out what counts as authorized. Read them before you build a recruiting list from MLS exports.

This is a live debate. In September 2026, HousingWire reported that Compass asked MLSs to remove its listing and agent data from feeds given to recruiting software vendors such as Courted, Brokerkit and Brokermetrics. Whatever the outcome, the lesson for brokers is the same: know where your data comes from and what the license allows.

What brokers can do

• Look for fit. Use data you are allowed to use to find agents who work your price points, neighborhoods or property types.
• Reach out personally. A short, honest note about why you thought of them beats a mass blast.
• Share your own numbers truthfully. Your office's support, tools and splits, stated plainly and accurately.
• Show, do not just tell. Invite a recruit to see how your office runs: how leads are routed, how files get reviewed, how statements are built.
• Use the same criteria for everyone. Production, market and fit. Write them down.

What brokers can't or shouldn't do

• No agreements with other brokerages about recruiting or pay. The FTC and Justice Department's 2025 guidelines say agreements between competitors not to hire each other's workers, or to fix pay, may be an antitrust crime. The same guidelines say the antitrust laws protect workers, including independent contractors, which covers most agents.
• No swapping split or pay details with competitors. The guidelines warn that sharing competitively sensitive information about pay with competitors can be unlawful, even through a third party or an algorithm.
• No data you are not licensed to use. If your MLS or vendor license does not allow recruiting use, do not use it for recruiting.
• No misleading claims. Do not overstate your office's production, a recruit's future income or your market share.
• No poaching clients through the agent. Agents must follow their current agreements about who owns leads, listings and files. Do not ask them to bring what is not theirs to bring.
• No cold robocalls or mass texts. Agents have cell phones like everyone else. Treat recruiting calls and texts with the same consent care as any other outreach, and follow the commercial email rules on unsubscribes.

Questions to ask a recruiting data vendor

If you buy production data instead of pulling it yourself, the vendor's license becomes your problem too. Ask before you sign:

1. Where does your data come from, and which MLSs license it to you?
2. Does that license allow recruiting use by brokerages like ours?
3. What happens to our access if an MLS or a brokerage asks to be removed?
4. Do you combine our data with other brokerages' data, and who can see it?
5. Do you share any pay or split information across customers?
6. How do agents ask to see, fix or remove their own information?

Get the answers in writing. If a vendor cannot say where the data comes from, do not build your recruiting on it.

Keep recruiting fair

Pick who to recruit by production, market and fit, using the same criteria for everyone. Do not filter by traits like age, race, religion, national origin, sex or disability, or by stand-ins for them. Beyond the law, a diverse office serves more clients well, and clients notice when a brokerage looks like the community it works in.

A clean recruiting workflow

1. Confirm your data rights. Check your MLS rules and vendor license for recruiting use.
2. Write your criteria. Market, price points, production range and fit.
3. Build a short list. Ten good fits beat two hundred cold names.
4. Reach out personally. Email or a personal call, with an easy way to say no.
5. Meet and show. Walk them through a real day in your office.
6. Put it in writing. Splits, caps, fees and support, with no surprises.
7. Onboard well. Our guide to onboarding new agents covers the first 30 days.

Your best recruiting data is your own

The agents you already have tell you more than any outside list. Which agents answer leads fastest? Who closes the most from the leads you give them? Who is close to their cap? That data is yours, it helps you keep good agents, and it shows recruits what support looks like. Our guide to running a brokerage on one screen lists the numbers worth checking every week.

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