RapidEye Research
Primary-sourced data on how short-term rentals and hotels actually run.
RapidEye Research compiles scattered public data into single, citable references for operators, writers, and analysts. Every figure traces to a named source, is attributed inline, and is re-verified when we update.
Reports
How we workStatistics
Retail Employee Turnover Statistics (2026)
We computed retail's real annual turnover from 25 years of BLS JOLTS data: 45.2% in 2025, the lowest on record, not the 60% every article attributes to a BLS publication that has never existed. Full method shown, reproducible by anyone.
Statistics
Retail Shrink: What Public Retailers Actually Disclose
We read ~390 annual reports from 31 public retailers instead of the survey everyone cites. Dollar General's audited shrink line fell from $929M to $634M, Target says pre-pandemic levels, and the shrink panic peaked in fiscal 2022-23 by the companies' own sworn numbers.
Statistics
Retail Execution & Store Audit Statistics (2026)
79% of retailers assume in-store displays got executed; only 21% independently check, and audited stores are a ~20% sample. 38 verified statistics on the verification gap, plus the famous execution claims that trace to nowhere.
Statistics
Planogram Compliance Statistics (2026)
Measured planogram accuracy averages 57% (2025), while the famous 7.8%-sales/8.1%-profit claim traces to a study from 2000 whose profit figure never existed. The verified compliance numbers, with a full provenance audit of the folklore.
Statistics
Store Cleanliness Statistics (2026)
64% of shoppers have left a store over its condition, posting hygiene grades lifted revenue 5.7%, and disorder measurably doubles theft. 34 verified statistics, plus the audit showing the cleaning industry's favorite stats have no sources.
Statistics
Retail Slip-and-Fall Statistics (2026)
Retail's same-level fall rate runs 40% above the all-industry average, the average slip-fall claim hit $45,000, and the famous $70 billion figure is a 2003 number cited as current. The retail cut of the federal fall data, read straight from the source tables.
Statistics
Retail Signage & Display Statistics (2026)
The famous 76% signage statistic is real, from 2012, about print, and contradicted by the industry's own academic research (35.8%). Every major signage and display number traced to its original document, including the three different famous 76 percents.
Statistics
Smart Glasses Inspection Statistics (2026)
Smart glasses shipments grew 139% in late 2025 and 7 million AI glasses sold in one year, but consumer models still cap each video clip at 3 to 5 minutes. 30 verified statistics and findings across the market, a 7-model spec table, recording limits, field deployment results, and consent rules.
Statistics
AI Damage Detection Statistics: The Published Evidence (2026)
Anomaly detectors reach 99.6% image-level AUROC on clean industrial defects, but the strongest baseline on vehicle photos scores 9.8 mask AP on cracks against 92.6 on shattered glass, and the xBD building baseline scores 0.0094 F1 on major damage. Meanwhile 49 credentialed human inspectors rating the same bridges produced up to five different condition ratings. 29 verified statistics from published research and public benchmarks, with no vendor claims.
Statistics
Hotel Brand Standards Audit Statistics (2026)
Failing a brand quality inspection triggers re-inspection fees of $2,000 to $7,500 across the major flags, escalating with each failure; six months below standard moves a hotel into improvement programs costing $13,500 to $50,000 per period. Forbes rates on up to 900 criteria over a two-night anonymous stay, AAA on 82 points. 43 verified statistics from seven franchise disclosure documents and the rating bodies' own publications.
Statistics
Hotel AI Adoption Statistics (2026)
51% of hoteliers are piloting or have adopted AI (Canary, 404 IT decision-makers) while 98% have used it in operations in the last six months (Mews, 500+ properties); 85% will put at least 5% of IT budget into AI in 2026 and the average per-hotel AI spend earmarked is $320,000 (Amadeus); guest communications leads, only 40% of owners are comfortable with AI acting without human oversight, and 41% have no formal AI policy. 35 verified statistics across adoption, budgets, function, trust, guests, and labor.
Statistics
Restaurant Health Permit Fees and Fines by City (2026)
A 100-seat restaurant pays $273 a year for its health license in Florida and $1,375 in Los Angeles County; New York City charges a flat $280 and fines $200 to $600 per scored violation; Chicago raised its fines to $525 per priority violation on January 1, 2026; King County charges half the permit fee for a repeat reinspection and San Diego County $196 an hour. 45 verified figures from ten jurisdictions' own fee schedules, laid side by side for the first time.
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Commercial Fire Inspection and Permit Fees by City (2026)
Seattle bills $433 for a third fire inspection, and for a no-show, whether or not an inspection happens; San Diego escalates non-compliance to $1,200 a visit; Los Angeles charges $379 an hour and $361 per false alarm; a 10,000 sq ft building pays $80 a year in Chicago and $374 per inspection in San Diego; Seattle collects 17 times more from hazmat permits than from fire marshal inspections. 66 verified figures from ten fire authorities' own schedules, codes, and budgets.
Statistics
Hood Cleaning Prices: What Public Contracts Actually Pay (2026)
Awarded public contracts pay $137.90 to $190 per hood; three bidders quoted $137.90, $200, and $350 for the same Cobb County job; Miami-Dade's 414-school contract works out to $604 per school per year; Brevard solicited 806 vendors and got three bids, then terminated its 2024 low bidder for default; Fairfax County's spec requires certified two-person crews, hood tags, and before-and-after photo reports. 38 verified figures from bid tabulations, award letters, and board agendas, no vendor price guides.
Statistics
AI in Vacation Rental Operations: Statistics (2026)
61% of short-term rental operators used AI in 2025 (Hostaway) but only 28.2% of hosts did (Lodgify); 80.9% of AI-using hosts apply it to guest messaging; 66.2% of surveyed managers report no noticeable cost savings; the one peer-reviewed lift is dynamic pricing at 8.6%. 43 verified statistics across adoption, results, vendor claims, pricing, and operating inputs.
Statistics
DOT Roadside Inspection and Out-of-Service Statistics (2026)
The 2025 vehicle out-of-service rate was 23.51% across 3.17 million roadside inspections and has risen every year but one since 2021; the number one violation in America is a missing annual-inspection record (171,606 citations); Nebraska parks 42% of trucks inspected, Mississippi 13%; brakes were 41% of Roadcheck out-of-service violations. 54 verified statistics pulled directly from FMCSA's report tables, CVSA, the eCFR, and ATRI.
Statistics
Construction Rework, Defect and Punch List Statistics (2026)
Rework costs a measured median 4% of contract value directly, 5% adjusted for under-reporting, and 9% with indirect costs, from the one study everyone misquotes; 48% of rework traces to bad data and miscommunication; 23.3% of Los Angeles building inspections in 2025 ended in corrections and one visit in seven was wasted; New York caps retainage at 5% with a 30-day release clock. 45 verified statistics, plus three punch-list "facts" that trace to no study.
Statistics
Commercial Fire Protection Inspection Statistics (2026)
When sprinklers fail, 61% of the time the system was shut off and only 9% is lack of maintenance; sprinklers control 97% of the fires they operate in; Chicago found one in four sprinklered buildings with no annual test on file and 47% of buildings uninspected for five years; OSHA fined warehousing $136,599 for extinguisher violations in one year. 52 verified statistics across performance, intervals, enforcement, audits, and fees.
Statistics
Restaurant Fire and Hood Cleaning Statistics (2026)
Failure to clean was a factor in 22% of restaurant and bar fires, about 1,650 a year; 7,410 fires cause $165 million in damage annually; the 12% of fires that reach the building cause 69% of the damage; a fire that escapes containment costs $59,000 on average versus $840 for one that does not. 41 verified statistics, plus the three hood-cleaning "facts" that could not be traced to any source.
Statistics
Commercial Kitchen Equipment Repair Cost Statistics (2026)
Commercial refrigerator producer prices are up 90.8% since December 2019 and repair services up 75.1%; HVACR technicians earn a mean $31.14 an hour; a 117-kitchen public school contract pays about $248 per kitchen per year for preventive maintenance; the average food-service establishment forfeits about $4,088 in sales per closed day. 42 verified statistics from federal data and executed contracts.
Statistics
Restaurant Health Inspection Statistics (2026)
94.4% of full-service restaurants were out of compliance on food holding temperatures in FDA's national study; NYC gave 82.6% of graded inspections an A in 2025 while Chicago failed 21.1%; two state audits found high-risk restaurants get their required twice-a-year inspection about 44% of the time. 58 verified statistics, including 2025 figures computed from NYC, Chicago, and LA County open data.
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Hotel Safety & Compliance Statistics (2026)
An estimated 3,900 hotel and motel fires are reported each year; extinguishing systems were absent in 45% of serious fires in occupied properties; falls cause 20.5% of housekeeper injuries; Florida fines missing trafficking training $2,000 per day. 36 verified statistics across fire, injury, water safety, security standards, and state mandates.
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Hotel Room Inspection Statistics (2026)
Supervisors typically inspect about 10% of cleaned rooms; a proper clean takes 20 to 30 minutes; a one-point review-score gain supports an 11.2% higher rate; stained linens push 73% of guests to two stars or lower. 38 verified statistics across coverage, staffing, cleanliness and revenue, audit standards, and AI inspection.
Statistics
Rental Property Maintenance Cost Statistics (2026)
We computed what US landlords actually spend straight from federal survey microdata. The median rental property spent $1,600 per unit on maintenance in 2023, small properties cost twice as much per unit as large ones, and 90% hold no capital reserves at all.
Quarterly index
SFR Turnover Cost Index (Q2 2026)
What turnover costs the two largest single-family rental operators, tracked quarter by quarter from their SEC filings: $974 per home of quarterly upkeep at Invitation Homes, 46 days empty between residents, and about one in four homes turning each year. Updated every earnings season.
Statistics
Single-Family Rental Turnover Statistics (2026)
We read twenty-two years of Invitation Homes and AMH annual reports. Residents leave far less often than a decade ago, but homes now sit empty 47 days between them, the longest in nine years, and turnover costs more vacant days than it did in 2022.
Statistics
HUD Inspection Score Statistics (2026)
We analysed every published HUD property inspection score: 4.30% of 34,922 assisted properties fail, public housing fails at three times the multifamily rate, and NSPIRE fails properties far more often than the standard it replaced.
Statistics
Rental Inspection Ordinance Statistics (2026)
At least 11 of the 25 largest US cities require rental inspection beyond complaints. Cycles run from every year to every ten, fees from $16 to $67.94 per unit, and programs split across five different models for who actually inspects.
Statistics
Open Source Cleaning Business Software Statistics (2026)
The 57 open-source cleaning-business repos on GitHub hold 54 stars between them and none tops seven, so the only workable path is a general field-service module set, which installs cleanly into Odoo 19 and has zero photo, checklist or inspection fields across all 35 of its tables.
Statistics
Cleaning Industry Employee Turnover Statistics (2026)
41% of cleaning contractors report 50%+ annual turnover yet 1 in 5 keep it under 10%, the famous "200% average" traces to no primary source, and replacing one cleaner runs $18,500 to $74,000 at Gallup's half-to-two-times-salary range.
Statistics
Move-Out Cleaning Cost Statistics (2026)
A professional move-out clean averages $360 against a typical $750 deposit, takes 3 to 8 hours with a two-cleaner team, and targets the deduction ground cited by 59% of withholding landlords: cleaning.
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Security Deposit Statistics (2026)
Only 42% of renters got their entire deposit back at their last move, renters who documented move-in condition kept more of it, and a 50-state law table compiles deposit caps, return deadlines, and penalty multipliers, 17 states spot-verified against statute text.
Statistics
Tenant Damage and Move-Out Condition Statistics (2026)
Landlord insurers see tenant damage claims of $5,000 to $30,000, damage is the most common deposit deduction reason, and Zillow's renter data quantifies what photos change: documented renters kept their full deposit 50% of the time versus 41% without.
Statistics
Apartment Turnover Cost Statistics (2026)
Replacing one resident costs almost $4,000 once repairs, marketing, concessions, and vacancy are counted. 33 verified statistics on turn costs, make-ready line items, retention rates, and days-vacant, compiled from industry primary sources.
Statistics
Open-Source Rental Property Management Software Statistics (2026)
Half of the rental management repos a self-hoster actually finds have not seen a commit in a year, 39% carry no standard license, and the field's most-starred project has nearly stalled. An 18-project audit with fresh install tests.
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Open Source Hotel Software Statistics (2026)
QloApps holds 15x the GitHub stars of the rest of the hotel field combined, 71% of hotel repos are untouched in a year, and zero projects are purpose-built for housekeeping ops. A hands-on audit with 5 platforms install-tested.
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Vacation Rental PMS API Statistics (2026)
Only 9 of 19 vacation rental PMSs let customers self-serve API credentials, and just 3 run live official MCP servers. A platform-by-platform audit of API access, rate limits, and AI readiness, from each platform's own docs.
Statistics
Open Source Property Management Software Statistics (2026)
59% of open-source property management projects on GitHub are abandoned, and only 5 of 14 platforms we install-tested worked as documented. A first-hand audit of 1,125 repositories, with 14 platforms installed by hand.
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Property Management Fee Statistics (2026)
The average long-term rental management fee is 8.49% of monthly rent, tenant placement runs 70.6% of a month, and the first year of full-service management costs about $2,800 on the average rent. 24 verified statistics on the full fee stack.
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Restoration Cost Statistics (2026)
Water damage restoration averages $3,000, fire restoration $11,900, and mold remediation $3,500, while the average fire insurance claim pays $83,991. 25 verified statistics on restoration costs, claims, and the 24-48 hour mold clock.
Statistics
Carpet Cleaning Cost Statistics (2026)
A typical carpet cleaning job costs about $200 based on 140,241 real quotes, three pricing guides span $0.18 to $0.51 per square foot, and cleaning a couch runs $90 to $250. 20 verified statistics on carpet and upholstery cleaning.
Statistics
Online Review Impact Statistics (2026)
A one-star better Yelp rating lifts restaurant revenue 5 to 9%, a hotel that gains one review point can charge 11.2% more, and 81% of travelers read reviews before booking. 22 verified statistics on what ratings do to revenue.
Statistics
Junk Removal Cost Statistics (2026)
The average junk removal load costs $230, a full truckload runs $600 to $800, and the average eviction costs a property manager $3,500. 23 verified statistics on hauling, eviction cleanouts, and the disposal fees underneath.
Statistics
Rental Energy Statistics (2026)
Renters pay 28 cents more per square foot for energy than owners, rental homes burn 15% more energy, and certified smart thermostats save about 8% on heating and cooling. 17 verified statistics on the rental energy gap and its fixes.
Statistics
Commercial Cleaning Rate Statistics (2026)
Office cleaning runs $0.05 to $0.20 per square foot, healthcare pays 3 to 4 times that, and field labor eats over half of revenue at 72% of contractors. 20 verified statistics on janitorial rates and the wage economics inside them.
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Hotel Laundry Cost Statistics (2026)
A typical 150-room hotel spends over $200 a day on laundry, a quarter of the bill is linen replacement, and hotels lose 20% to 30% of their linens every year. 22 verified statistics on laundry operations, linen CPOR, and the savings levers.
Statistics
Rental Lockout and Rekeying Statistics (2026)
Rekeying averages $140 nationally across 22,887 real locksmith quotes, an after-hours lockout runs $125 to $295, and Texas requires rekeying within 7 days of every turnover. 21 verified statistics on lockouts, lost keys, and lock law.
Statistics
Maintenance Response Time Statistics (2026)
World-class repair speed is 2.7 days, 56% of maintenance-satisfied renters plan to renew versus 31% of unsatisfied ones, and the law keeps its own clock: 24 hours for life-threatening problems in HUD housing, a seven-day presumption in Texas. 20 verified statistics.
Statistics
Pet Damage Statistics (2026)
Only 9% of pets cause any damage, and the average repair is $210, against $200 to $500 typical pet deposits. 28 verified statistics on damage rates, repair costs, pet rent, insurance gaps, and where the law caps pet fees.
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Airbnb Pet Fee & Extra Guest Fee Statistics (2026)
The average Airbnb pet fee is $20 per night or $100 flat, and 33% of listings charge an extra guest fee. 30 verified statistics on pet fee structures, extra guest pricing, and what pet-friendly listings earn.
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Short-Term Rental Market Statistics: Largest US Markets by Listing Count (2026)
The US had 1.73 million available STR listings in November 2025. 47 verified statistics ranking the largest markets by listing count, from Los Angeles's 43,932 to Panama City Beach's 10,418, with state and national totals.
Statistics
Short-Term Rental Safety Device Statistics (2026)
Only 57.5% of US Airbnb venues reported a carbon monoxide detector and 42% a fire extinguisher. 40 verified statistics on device prevalence, the CO record, platform policy vs state law, and fire loss outcomes.
Statistics
Vacation Rental Fraud and Guest Screening Statistics (2026)
Real estate fraud losses hit $275.1 million in 2025 per the FBI. 41 verified statistics on rental fraud, booking scams, chargebacks and friendly fraud, and platform screening enforcement.
Reference
Vacation Rental Damage Waiver Providers: Fees, Caps, and Claim Windows (2026)
The compiled comparison of damage waiver programs: published fees from $8.25 to $73 per stay, coverage caps, claim filing windows, exclusions, and insurance backing across Truvi, Safely, Waivo, Boom, Vrbo and more.
Statistics
Water Leak Detection and Property Insurance Statistics (2026)
Water damage is 27.6% of homeowner claims, yet only 5% of homes run a leak detector. 37 verified statistics on sensor programs, carrier discounts, and documented claim reduction.
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Vacation Rental Management Fee Statistics (2026)
What property managers actually charge to run a short-term rental, compiled from published operator pricing and industry fee guides: fee ranges by service tier, pricing models, and how rates move by market.
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Vacation Rental Turnover Time Statistics (2026)
How long a turnover actually takes: operator guides converge on 2 to 5 hours scaling by home size, squeezed into a 3 to 4 hour changeover window between checkout and check-in.
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Vacation Rental Maintenance Cost Statistics (2026)
Real work-order data puts vacation rental maintenance at $0.90 to $1.30 per square foot a year, with roughly a third of spend going to emergency fixes instead of planned work.
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Repair Cost per Square Foot Statistics (2026)
Painting is $2 to $6 a square foot, roofing $3.50 to $12 and window repair $25 to $60: seven trades on one unit, why they differ by a factor of 6,000, and the one trade that cannot be priced that way.
Statistics
Rental Mold Remediation Cost Statistics (2026)
Mold remediation costs $2,368 on average, the EPA's window to dry a leak is 24 to 48 hours, and 3.9 million US homes reported mold in 2023: cost by location, EPA thresholds and frequency in one cited reference.
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Rental Window Repair Cost Statistics (2026)
Window repair costs $405 on average, emergency work costs double or triple the hourly rate, and 4.1 million US homes had a broken window in 2023: repair, replacement, lifespan and frequency in one cited reference.
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Rental Lawn Care and Landscaping Cost Statistics (2026)
Lawn care costs $300 a month and the yard takes more than 30% of a home's water, half of it wasted: landscaping pricing, mowing frequency and EPA irrigation data in one cited reference.
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Rental Roof Repair Cost Statistics (2026)
Roof repair costs $1,173 on average and can double in winter; asphalt lasts 20 years and slate over 50: repair cost, lifespan by material and exterior-leak frequency in one cited reference.
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Rental Pool and Hot Tub Maintenance Cost Statistics (2026)
Pool service costs $236 a visit and 1 in 7 public hot tub inspections ends in immediate closure: maintenance pricing and CDC inspection failure data in one cited reference.
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Water Heater Failure and Replacement Statistics (2026)
Water heaters fail at 10.7 years on average, 69% by leaking, and the leak costs $4,444 against $1,346 to replace: lifespan, failure mode and cost in one cited reference.
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Rental Electrical Repair Cost Statistics (2026)
Hiring an electrician costs $351 on average and 36.4% of outlet and switch jobs are emergencies: repair pricing, hourly rates and NFPA fire data in one cited reference.
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Rental Repaint Cost Statistics (2026)
Painting a room costs $1,100 on average and HUD depreciates rental paint over 3 years while it physically lasts 15: repaint cost, frequency and lifespan in one cited reference.
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Rental Pest Control and Bed Bug Statistics (2026)
70% of pest professionals treated hotels for bed bugs last year and one incident costs a hotel $6,383: prevalence, cost, and what a pest report does to a rating and a room rate.
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Emergency Repair Cost Statistics (2026)
Emergency plumbers charge 1.5 to 3 times the daytime rate and electricians double it: the after-hours premium across five trades, side by side, in one cited comparison.
Statistics
Rental Plumbing Repair Cost Statistics (2026)
Plumbing repair costs $340 on average and emergency plumbers charge 1.5 to 3 times the normal rate, compiled with federal leak and toilet-failure data into one cited reference.
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Vacation Rental HVAC Cost Statistics (2026)
HVAC repair costs $350 on average and after-hours calls add $40 to $80 an hour, compiled with federal failure-rate data into one cited reference.
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Vacation Rental Guest Complaint Statistics (2026)
What guests actually complain about: cleanliness drives 45% of vacation rental complaints and 69.8% of negative hotel reviews, compiled from published review analyses.
The research team
RapidEye Research is produced by RapidEye's two co-founders. Every report is written and independently reviewed before it publishes, and every figure is checked against a primary source.
Sam Parks
Co-founder · Research & Editorial
Business & Human-Computer Interaction (AI concentration), Carnegie Mellon. Owns sourcing and editorial standards.
Rohan Nagabhirava
Co-founder · Data & Methodology
MS AI Engineering, Carnegie Mellon; computer-vision researcher (IEEE, arXiv), named inventor on multiple US patents. Owns methodology.