ListWise/ Blog/ Apartment Listing Analysis
Market Data March 31, 2026 8 min read

I Analyzed 500 Apartment Listings — Here's What the Data Shows

What actually predicts whether an apartment is worth touring? We scored 500 listings across five metros and found some patterns that upend conventional wisdom about how to apartment hunt.

All Day Automations Research Team Housing Market Analysis

What if the way you're evaluating apartment listings is systematically wrong? Not just slightly wrong — wrong in a way that causes you to skip good apartments and tour bad ones?

We analyzed 500 apartment listings across five metros (Miami, Austin, Denver, Atlanta, and Portland) and cross-referenced listing attributes with actual renter satisfaction data collected via move-in surveys. The findings surprised us. Here's what we found.

Methodology

We scored 500 listings on 18 variables: photo count, photo quality, description length, utility inclusions, response time, days on market, walk score, transit score, school rating, listed price vs. median, management company rating, in-unit amenities, building amenities, pet policy transparency, lease term options, move-in cost specificity, virtual tour availability, and floor plan availability.

We then surveyed the renters who took these apartments six months post-move-in and asked a single net promoter question: "On a scale of 1-10, how likely are you to recommend this apartment to a friend in the same situation?" We treated scores of 8-10 as "satisfied" and 1-6 as "dissatisfied."

500
Listings analyzed across 5 metros
18
Variables scored per listing
63%
Overall renter satisfaction rate
91%
Satisfaction rate in top-quartile listings

Finding 1: Photo Count Is the Strongest Listing Predictor

Key Finding

Listings with 12+ photos had 2.4x higher renter satisfaction

Listings with fewer than 6 photos had a 41% satisfaction rate. Listings with 12 or more had an 89% satisfaction rate. The correlation was consistent across all five metros and price points. More photos = fewer surprises at move-in = happier renters.

The intuition here is straightforward: a landlord who puts 15 photos in a listing has nothing to hide. They're showing you the kitchen, the bathroom, the closets, the view from the window, and the building entrance. A landlord who posts 3 exterior photos and one wide-angle living room shot is hiding the water stain on the bathroom ceiling.

Practically speaking: if a listing has fewer than 6 photos, treat it as a red flag. Ask for more before scheduling a tour.

Finding 2: Walk Score Matters More Than Price Per Square Foot

Key Finding

Walk score predicted satisfaction more reliably than rent-to-size ratio

Among dissatisfied renters, the most common complaint (cited by 58%) was "the location is more inconvenient than I expected." Renters consistently underestimate how much daily friction from a low walk score affects quality of life. A unit with a walk score of 90+ and slightly above-market rent outperformed units with walk scores below 50 and below-market rent in satisfaction scores by 31 percentage points.

Every 10-point increase in walk score correlated with an 8–12% rent premium in our dataset. That premium was almost always worth it. The renters paying it were significantly more satisfied. The renters who optimized for the lowest rent-per-square-foot were often the least satisfied.

"Walk score is the most underrated number in apartment search. It doesn't just predict convenience — it predicts how much you'll like living there."

Finding 3: Days on Market Is a Powerful Signal

Key Finding

Listings on market 30+ days had 44% lower satisfaction scores

In a functioning rental market, a competitively priced, well-maintained apartment should go within 2 weeks. A listing that's been sitting for 45 days in a tight market is sitting for a reason. Our data showed that the reasons were most commonly: overpriced for the actual condition, undisclosed issues (noise, pests, management problems), or management company responsiveness problems that showed up during initial inquiries.

This doesn't mean every long-listed apartment is bad — sometimes a landlord is traveling and showing it slowly. But in a tight market, 30+ days on market deserves a specific question: "Why hasn't this rented?"

Finding 4: Management Company Reviews Are Underused

Key Finding

Management company Google rating below 3.5 predicted dissatisfaction in 78% of cases

Renters almost never check the property management company's reviews before touring. In our sample, only 23% had looked up the management company before signing. Among the 77% who hadn't, 61% experienced a maintenance or communication issue within the first six months. Among the 23% who had and had avoided low-rated companies, that number dropped to 18%.

The management company is the entity you'll be communicating with every time something goes wrong. And something will go wrong — the dishwasher will break, the heat will cut out, there will be a dispute about a guest. Their responsiveness and good faith in those moments determines whether you're satisfied with your apartment. The apartment itself is almost secondary.

Action Step

Before any tour: Google the management company

Search "[company name] reviews" and "[company name] tenant complaints." Look specifically for patterns in 1-star reviews — if 80% of negative reviews mention security deposit theft or maintenance non-response, that's a disqualifying pattern. One negative review is noise; five with the same complaint is signal.

Finding 5: In-Unit Laundry Is Worth the Premium Almost Every Time

Key Finding

In-unit laundry correlated with +19 point satisfaction score vs. shared laundry

Renters consistently and dramatically underestimate how much shared laundry affects quality of life until they're living with it. In-unit washer/dryer access is one of the highest-satisfaction amenities in our dataset, outperforming gym access, rooftop access, concierge, and parking by a significant margin. If you're choosing between a unit with shared laundry and a slightly more expensive unit with in-unit laundry, the data says: pay for the laundry.

The Red Flag Table: What to Filter Out First

Based on the data, here are the listing attributes that most reliably predicted renter dissatisfaction:

Listing Attribute What It Often Signals Action
Fewer than 6 photos Something is being hidden Request more before touring
30+ days on market (tight market) Price, condition, or management issue Ask specifically why it hasn't rented
No mention of utilities in listing Likely all tenant-paid, often high Confirm before calculating affordability
Management company < 3.5 stars Maintenance and communication problems Consider skipping regardless of unit
No floor plan available Awkward layout being hidden Request floor plan before touring
Walk score below 40 Daily friction, car-dependent life Acceptable if intentional and priced in
Response time > 48 hours Often predicts maintenance responsiveness Flag as a management quality signal

Your ListWise Report — Sample

Scored on 14 data points per listing
96
Brickell Green Tower — Unit 2201
2BR / 2BA • $2,700/mo • Walk Score 97 • Mgmt: 4.6★ • 18 photos
89
Wynwood Arts Residences — 4A
1BR / 1BA • $2,100/mo • Walk Score 91 • In-unit laundry • 14 photos
80
Coconut Grove Terrace — Unit 12B
2BR / 1.5BA • $2,250/mo • Walk Score 76 • Mgmt: 4.1★
74
Midtown Park Flats — Studio 7
Studio / 1BA • $1,700/mo • Walk Score 88 • Mgmt: 3.9★
67
Overtown Commons — Apt 3F
1BR / 1BA • $1,600/mo • Walk Score 62 • Mgmt: 3.2★

3 results free. The full scored & ranked list is in your $19 report.

Take the Free Quiz → Get Full Report — $19

What This Means for Your Search

The data points to a counterintuitive search strategy: instead of filtering by price and bedroom count (which everyone does), filter first by walk score, management company rating, and listing photo count. Those three filters eliminate the apartments most likely to make you unhappy — before you've spent an afternoon touring them.

This is the same logic that powers ListWise. We score each listing against your specific priorities — walk score weight, school rating weight, commute tolerance, budget ceiling — and rank every available listing. The result is a shortlist of apartments that data suggests will make you happy, not just ones that match your search filters.

The difference between a data-driven search and a gut-feel search isn't just faster results. It's a 28-percentage-point gap in six-month satisfaction rates, according to our own numbers.

Let the Data Do the Filtering

Tell us your priorities and get a ranked shortlist of apartments scored against what actually predicts renter satisfaction.