Turning Local Market Data Into a Week of Content

You will leave with four source-backed market questions, a month of weekly angles, and one prompt for adapting each answer across formats.

10 min read

Real estate market update content starts with four numbers from your MLS or association report: new listings, pending sales, median days on market, and active inventory. Pair each with a client question. One monthly pull can supply four weekly answers, each adapted into text, a data card, a short spoken draft, and an email note without predicting what comes next.

The number becomes content when it answers something a person asked during a showing, listing conversation, or phone call. Report what happened in a defined place and period, then explain which current decision the result helps someone understand. Stop before forecasting the next report.

Which four numbers can supply a month of content?

Use the labels and definitions in the report you have open. One MLS may calculate market time, inventory, or status changes differently from another. Preserve its wording instead of forcing the data into a universal definition.

This article uses the local MLS or association report because the job requires the exact geography, status definitions, and field labels behind each number.

Number	Where to pull it	Client question it answers	Post it becomes
New listings	The new-listing count for one defined geography and reporting period in your MLS or local association report	How many new options entered this part of the market during the period?	A plain-text answer comparing the current period with one clearly named prior period
Pending sales	The pending-status count for the same geography and period	How many listings reached pending status during the period?	A data card with the count, the comparison, and a note about what pending does not prove
Median days on market	The report's median market-time field, with its exact status and calculation definition	How long did the middle listing in this report take under the source's method?	A short spoken explanation of median, the reported result, and the question it can help frame
Active inventory	The report's active-listing count or inventory measure at its stated cutoff	How many active listings did the report count in this area?	A short email note connecting the count to a question clients asked about available choices

These four create four answerable subjects. Save one question-and-number pair for each week, then choose the format that suits the explanation.

New listings count what entered during a period. Active inventory counts what met the source's active definition at a point or across a stated period.

A pending count does not report the final closing result. A market-time field may start, pause, or stop its clock according to local rules, so read the report notes before drafting.

How do you choose the question before the number?

Open your notes from the previous week. Find a question about availability, pace, competition, or what a local report means. Remove client details and preserve the words you heard.

Find the number that can answer part of it. A question about a thin saved search points to new-listing and inventory data. A question about “days on market” points to the median and its local definition.

The question keeps the post attached to a current decision. It also exposes the data's limit. An inventory count can explain how many listings the report included. It cannot identify the next home to appear or value a specific property.

Write that boundary before drafting so it remains part of the assignment.

This gives each week a compact source card:

QUESTION I HEARD: [CLIENT QUESTION WITH IDENTIFYING DETAILS REMOVED]
NUMBER THAT HELPS: [EXACT METRIC AND VALUE]
SOURCE: [ORGANIZATION + REPORT NAME + REPORT YEAR]
GEOGRAPHY: [EXACT AREA USED IN THE REPORT]
CURRENT PERIOD: [PERIOD REPORTED]
COMPARISON PERIOD: [ONE MATCHED PRIOR PERIOD]
WHAT IT HELPS EXPLAIN: [CURRENT DECISION OR CONFUSION]
WHAT IT DOES NOT TELL US: [FORECAST, CAUSE, OR PROPERTY-SPECIFIC ANSWER]

Build four source cards during the monthly pull. You now have four weekly subjects without asking the report to produce a prediction.

How do you state a market number accurately?

A complete market sentence carries four pieces: comparison period, geography, source, and limitation.

Keep the comparison periods matched

Compare like with like. A current month beside the previous month answers a different question from the same month in a prior year. Name both periods and do not switch comparison types for a stronger effect.

Name the geography as the source defines it

A city, zip code, neighborhood, MLS area, and brokerage farm can overlap without sharing a boundary. Use the geography attached to the report filter. If you combine areas, say so and preserve the underlying values.

Put the source beside the figure

Name the publishing organization and report year in the same sentence as the number. Use only figures you can trace to the report, and never ask a model to supply a local statistic from memory.

Say what the number does not tell you

The limitation can say that one comparison does not establish a lasting pattern, pending status does not report a closed result, or an area median does not value a property.

Use this sentence shape:

According to [SOURCE ORGANIZATION]'s [REPORT YEAR] [REPORT NAME],
[METRIC] in [GEOGRAPHY] was [CURRENT VALUE] during [CURRENT PERIOD],
compared with [COMPARISON VALUE] during [COMPARISON PERIOD]. This tells us
[NARROW OBSERVATION]. It does not tell us [FORECAST, CAUSE, OR
PROPERTY-SPECIFIC CONCLUSION].

The observation can describe the difference between supplied values. It cannot turn that difference into “buyers are returning” or another claim about cause and direction without separate evidence.

How does one monthly pull become four weeks?

Assign one source card to each week. Lead with the question, answer it with the number, then use only the formats the calendar can hold.

Week one might use the new-listing question as a plain-text post. Week two can turn pending sales into a data card and caption. Week three can explain median days on market in a short spoken draft. Week four can carry active inventory into a short database email.

The formats can rotate while the factual core stays fixed. Recheck the source before publishing because a saved draft can outlive its context.

This playbook supplies the market-data slot inside a broader calendar. The Four-Week Real Estate Content Calendar shows how that post sits beside local and work-based material without filling the whole month with charts. What to Post When You Have No Listings gives the larger source rotation.

If video is the right format for one answer, use The Anatomy of a Local Market Video Report for the video structure. Keep this article's job upstream: choosing the source, the client question, and the claim the data can support.

What prompt turns one market question into a week of drafts?

Paste the prompt into the AI chat you use. Supply all four numbers, then name the question-and-number pair selected for this week. The same factual answer should survive every format.

ROLE

You are the content editor for one solo real estate agent. Turn one selected
client question and one supplied local market number into a week of drafts
across formats. Use the other supplied numbers only as context. Do not force
them into the drafts.

INPUTS

Geography: [EXACT AREA USED IN THE REPORT]
Source organization: [MLS OR ASSOCIATION NAME]
Report name: [REPORT TITLE]
Report year: [YEAR]
Current reporting period: [PERIOD]
Comparison period: [MATCHED PRIOR PERIOD]

New listings: [CURRENT VALUE + COMPARISON VALUE + SOURCE FIELD NAME]
Pending sales: [CURRENT VALUE + COMPARISON VALUE + SOURCE FIELD NAME]
Median days on market: [CURRENT VALUE + COMPARISON VALUE + SOURCE DEFINITION]
Active inventory: [CURRENT VALUE + COMPARISON VALUE + SOURCE DEFINITION]

This week's client question: [PASTE QUESTION WITH IDENTIFYING DETAILS REMOVED]
Selected number: [PASTE ONE OF THE FOUR METRICS ABOVE]
What it helps explain: [CURRENT DECISION OR CONFUSION]
What it does not tell us: [FORECAST, CAUSE, OR PROPERTY-SPECIFIC ANSWER]
Primary platform: [INSTAGRAM / FACEBOOK / LINKEDIN / EMAIL / OTHER]
Agent voice: [PASTE 3 TO 5 SENTENCES THE AGENT HAS WRITTEN]
Brokerage requirements: [PASTE REQUIRED LANGUAGE OR WRITE NONE PROVIDED]

CONSTRAINTS

- Use only supplied figures. Preserve the metric label, values, geography,
  periods, source organization, report name, and report year.
- Do not calculate or invent a change, percentage, average, median, cause,
  market direction, forecast, pricing recommendation, or property value.
- Report what happened during the supplied periods. Do not write that buyers
  or sellers are returning, leaving, waiting, rushing, or changing behavior
  unless a separate supplied source supports it.
- Keep the limitation sentence in every format. Do not imply that one
  comparison establishes a trend.
- Remove client-identifying details from the supplied question.
- FAIR HOUSING: Describe properties, public places, routes, amenities, and
  market facts. Do not mention or imply race, color, religion, national origin,
  sex, disability, familial status, or any other protected class. Do not
  describe who the area is for. Do not make school-quality, safety, demographic,
  or coded steering claims.
- MLS AND ADVERTISING: Do not invent brokerage identification, listing status,
  attribution, or disclosure language. Add [INSERT REQUIRED BROKERAGE / MLS
  DISCLOSURE] where my local rules may require it.
- I will verify every figure, review every draft, and decide what to publish.

OUTPUT

Return these items in order:

1. SOURCE RECORD: metric, values, periods, geography, organization, report,
   report year, and the stated limitation.
2. CORE ANSWER: 90 to 130 words answering the client's question in plain
   language.
3. PRIMARY-PLATFORM POST: an adapted draft that fits the named platform.
4. DATA-CARD COPY: one factual headline, one supporting line, and a compact
   source note. Do not design the graphic.
5. SPOKEN VERSION: three short talking points using the same answer. Do not add
   a forecast or rebuild a video production structure.
6. EMAIL NOTE: 80 to 120 words, with the question as the subject of the note.
7. VERIFICATION CHECKLIST: confirm that the figures, periods, geography, source,
   limitation, Fair Housing language, MLS or brokerage requirements, and agent
   voice still need agent review before anything is published.

Use the outputs as a weekly draft set. Publish only the versions your calendar can hold.

When the geography itself is the subject, Neighborhood Spotlight is the natural Content Strategist content type. Supply the area and verified report material, then review the drafts against the source and local requirements.

What are the two failure modes?

The model smooths one comparison into a trend

The input shows one current period and one prior period. The draft says demand is building or buyers are returning. Those words add direction, cause, and persistence that the supplied values may not establish.

Replace the trend sentence with the narrow comparison. Restore the geography, both periods, the source, and the limitation. If the stronger claim matters, find a separate approved source that supports it before using it.

The definition changes between the source and the post

The report says median days on market, and the draft calls it average selling time. The source counts active listings at a stated cutoff, while the post describes every home available during the month.

Copy the source field name into the source card and prompt. Keep it unchanged through review. If the local definition needs an explanation, explain it in plain language without renaming the metric.

What does it cost to keep market content accurate?

The build takes one hour: save the report location, choose the four fields, create the source-card template, and prepare the prompt. The monthly upkeep is pulling the current report, preserving its definitions, matching comparison periods, and attaching one client question to each number.

The harder discipline is refusing the stronger sentence when the data supports only a narrow one. Every weekly draft still needs a source check, a limitation, and your review before you post or send it.

Content Strategist holds the recurring planning and drafting job inside Avenue Growth for $89 a month, with the first 14 days free. It can prepare platform-specific drafts in your voice from the verified local material you supply. You decide what the numbers mean, review the language, and publish the work yourself.

One monthly pull now gives four client questions a sourced answer, without turning a market report into a forecast.

Sources: Avenue Growth, The Anatomy of an "Unfair Advantage" Local Market Video Report (2026), used only for the video handoff; the local MLS or association report named in each draft supplies the market data.