Machakos Central ward, Machakos County Airbnb Market Data 2025: STR Report & Statistics
How much can you earn on Airbnb in Machakos Central ward, Machakos County? Based on AirROI's 2025 dataset (May 2024 – April 2025), the short answer is $3,517 per year — at a $49 nightly rate, 21.2% occupancy, and a N/A RevPAR.
With just 32 active listings, Machakos Central ward is a micro-market where selective demand that rewards strong listing quality and pricing strategy. Supply grew 220.0% over the past year, yet revenue and nightly rates both trended upward — a signal that traveler demand is outpacing new inventory rather than being diluted by it. For hosts, pricing power remains intact even as competition increases.
Regulation is low with minimal registration requirements, pointing to an operator-friendly environment. In a market this size, differentiated listings with strong reviews can capture outsized returns relative to the competition.
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What Are the Key Airbnb Metrics in Machakos Central ward?
In Machakos Central ward, the headline Airbnb metrics are $3,517 in average annual revenue,21.2% occupancy, $49 ADR, and $0 in RevPAR, and guests book about 3 days in advance.
How Much Do Airbnb Hosts Earn Monthly in Machakos Central ward?
Understanding the monthly revenue variations for Airbnb listings in Machakos Central ward is key to maximizing your short term rental income potential. Seasonality significantly impacts earnings. Our analysis, based on data from the past 12 months, shows that the peak revenue month for STRs in Machakos Central ward is typically May, while December often presents the lowest earnings, highlighting opportunities for strategic pricing adjustments during shoulder and low seasons. Explore the typical Airbnb income in Machakos Central ward across different performance tiers:
- Best-in-class properties (Top 10%) achieve $1,745+ monthly, often utilizing dynamic pricing and superior guest experiences.
- Strong performing properties (Top 25%) earn $660 or more, indicating effective management and desirable locations/amenities.
- Typical properties (Median) generate around $347 per month, representing the average market performance.
- Entry-level properties (Bottom 25%) see earnings around $182, often with potential for optimization.
Average Monthly Airbnb Earnings Trend in Machakos Central ward
What Is the Monthly Airbnb Occupancy Rate in Machakos Central ward?
Maximize your bookings by understanding the Machakos Central ward STR occupancy trends. Seasonal demand shifts significantly influence how often properties are booked. Typically, Decembersees the highest demand (peak season occupancy), while April experiences the lowest (low season). Effective strategies, like adjusting minimum stays or offering promotions, can boost occupancy during slower periods. Here's how different property tiers perform in Machakos Central ward:
- Best-in-class properties (Top 10%) achieve 54%+ occupancy, indicating high desirability and potentially optimized availability.
- Strong performing properties (Top 25%) maintain 31% or higher occupancy, suggesting good market fit and guest satisfaction.
- Typical properties (Median) have an occupancy rate around 17%.
- Entry-level properties (Bottom 25%) average 10% occupancy, potentially facing higher vacancy.
Average Monthly Occupancy Rate Trend in Machakos Central ward
What Is the Average Airbnb Nightly Rate in Machakos Central ward?
Effective short term rental pricing strategy in Machakos Central ward involves understanding monthly ADR fluctuations. The Average Daily Rate (ADR) for Airbnb in Machakos Central ward typically peaks in July and dips lowest during November. Leveraging Airbnb dynamic pricing tools or strategies based on this seasonality can significantly boost revenue. Here's a look at the typical nightly rates achieved:
- Best-in-class properties (Top 10%) command rates of $69+ per night, often due to premium features or locations.
- Strong performing properties (Top 25%) achieve nightly rates of $51 or more.
- Typical properties (Median) charge around $41 per night.
- Entry-level properties (Bottom 25%) earn around $21 per night.
Average Daily Rate (ADR) Trend by Month in Machakos Central ward
What Is the RevPAR for Airbnb in Machakos Central ward?
RevPAR in Machakos Central ward is currently N/A. Because RevPAR combines nightly rates with realized occupancy, it is one of the cleanest ways to compare how efficiently listings turn demand into revenue across the market.
- Entry-level properties (Bottom 25%) see N/A RevPAR.
- Typical properties (Median) generate N/A RevPAR.
- Strong performers (Top 25%) earn N/A RevPAR.
- Best-in-class (Top 10%) achieve N/A RevPAR.
Average Monthly RevPAR Trend in Machakos Central ward
RevPAR Insights for Machakos Central ward
- RevPAR peaks in Jan and bottoms out in Jan, mirroring the broader seasonal demand pattern and suggesting opportunities for dynamic pricing.
Recommendations for Hosts
- Track your own RevPAR monthly against these Machakos Central ward benchmarks. If your RevPAR falls below the median of N/A, examine whether low occupancy or low ADR is the primary drag.
- Use RevPAR rather than revenue alone when comparing properties of different sizes — it normalizes for available nights and gives a more accurate picture of performance.
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When Is the Peak Season for Airbnb in Machakos Central ward?
Machakos Central ward's peak Airbnb season falls in May, June, January, while the softest stretch is July, August, December. Overall, the market shows highly seasonal trends requiring careful strategy, which should guide pricing, minimum stays, and cash-flow planning.
Peak Season (May, June, January)
- Revenue averages $1,163 per month
- Occupancy rates average 24.5%
- Daily rates average $47
Shoulder Season
- Revenue averages $586 per month
- Occupancy maintains around 21.6%
- Daily rates hold near $46
Low Season (July, August, December)
- Revenue drops to average $436 per month
- Occupancy decreases to average 25.6%
- Daily rates adjust to average $47
Seasonality Insights for Machakos Central ward
- Airbnb seasonality in Machakos Central ward is pronounced. Revenue swings sharply between peak and low months, which means pricing strategy, minimum-stay settings, and cash reserves all need to account for extended slower periods.
- During the high season, the absolute peak month showcases Machakos Central ward's highest earning potential, with monthly revenues climbing to $1,398, occupancy reaching 30.1%, and ADRs peaking at $48.
- Conversely, the slowest single month marks the market's lowest point — revenue may dip to $402, occupancy could drop to 13.3%, and ADRs may adjust to $45.
- Lower occupancy paired with meaningful seasonality means hosts in Machakos Central ward need to maximize every peak-season booking and seriously consider whether off-season pricing adjustments or minimum-stay changes can capture incremental revenue.
Seasonal Strategies for Maximizing Profit
- Peak Season: Maximize revenue through premium pricing and potentially longer minimum stays. Ensure high availability and consider tightening cancellation policies to reduce last-minute gaps.
- Low Season: Offer competitive pricing, extended-stay discounts, and flexible cancellation policies. Target off-season travelers like remote workers, budget-conscious guests, and travelers with flexible schedules.
- Shoulder Seasons: Implement dynamic pricing that bridges peak and low rates. Target weekend travelers, local events, and business visitors. Slightly more flexible terms than peak season can help maintain occupancy without deep discounting.
- In a highly seasonal market like Machakos Central ward, building a cash reserve during the top months is essential for covering fixed costs during the slow period. Automated pricing tools can help capture demand shifts in real time.
Do You Need a License for Airbnb in Machakos Central ward?
Low regulation and minimal registration activity in Machakos Central ward, Machakos County, Kenya point to an operator-friendly environment. That said, even low-regulation markets may have tax collection requirements, safety standards, or HOA rules that affect short-term rental operations. Always verify the latest short-term rental regulations and Airbnb license requirements directly with local government authorities for Machakos Central ward to ensure full compliance before hosting.
(Source: AirROI data, 2026, finding no licensed listings among those analyzed)
What Are the Best Neighborhoods for Airbnb in Machakos Central ward?
With a compact short-term rental market, Machakos Central ward gives early-mover hosts an advantage in the right neighborhoods. The areas listed below are where guest demand and local attractions converge — a useful lens for investors evaluating whether to enter this market and where to position their listing.
| Neighborhood / Area | Why Host Here? (Target Guests & Appeal) | Key Attractions & Landmarks |
|---|---|---|
| Machakos Town | The heart of Machakos County, bustling with activity and amenities. A prime location for both business travelers and tourists looking to explore the outskirts of Nairobi. | Machakos People's Park, Machakos Golf Club, Machakos Town Market, Kangundo Road, The Machakos Stadium |
| Syokimau | A rapidly growing suburb strategically located near the Jomo Kenyatta International Airport. Ideal for travelers needing quick access to the airport and modern amenities. | Syokimau Railway Station, Panari Sky Centre, Gateway Mall, Mombasa Road, Machakos Golf Club |
| Kangundo | A serene area known for its beautiful scenery and rural charm. Attracts tourists looking for a peaceful retreat away from urban hustle. | Kangundo Town, Matuu Market, Yatta Plateau, Masimba Dam, local cultural experiences |
| Mlolongo | An emerging area with significant business and residential development. Attracts guests due to its proximity to the airport and affordable rates. | Mlolongo Town Centre, Crown Paints Factory, local eateries and markets, Machakos Roofing Products, access to Nairobi |
| Katani | A suburban area with a community feel and growing infrastructure. Good for families and travelers looking for affordable accommodation. | Katani Shopping Centre, local farms and rural experiences, Masai Clothing Market, prospective hiking spots, cultural exchanges |
| Matuu | A rural town that offers a glimpse into the traditional Kenyan way of life. Ideal for travelers looking for authentic experiences. | Matuu Market, historical sites, nature trails, hospitality from local families, cultural festivals |
| Kola | A quiet neighborhood with access to both urban conveniences and natural beauty, great for short trips and relaxing stays. | local parks, farms, Kola Market, surrounding hills, community activities |
| Nairobi-Machakos Turn Off | A major intersection connecting Machakos to Nairobi, making it a strategic location for those attending events in Nairobi. | access to Nairobi, local accommodation options, transport hubs, business centers, quick access to attractions in both counties |
With 8 distinct neighborhoods showing meaningful short-term rental activity, Machakos Central ward offers diversification within a single market. Investors can tailor their strategy — from high-turnover tourist zones to quieter residential areas that attract longer stays and remote workers.
What Types of Properties Are on Airbnb in Machakos Central ward?
Room Type Distribution
Property Type Distribution
Market Composition Insights for Machakos Central ward
- The Machakos Central ward Airbnb market composition is heavily skewed towards Entire Home/Apt listings, which make up 93.8% of the 32 active rentals. This indicates strong guest preference for privacy and space.
- Looking at the property type distribution in Machakos Central ward, Apartment/Condo properties are the most common (81.3%), reflecting the local real estate landscape.
- Houses represent a significant 18.8% portion, catering likely to families or larger groups.
Machakos Central ward Airbnb Room Capacity Analysis (2026): Bedroom Distribution
Distribution of Listings by Number of Bedrooms
Room Capacity Insights for Machakos Central ward
- The dominant room capacity in Machakos Central ward is 1 bedroom listings, making up 37.5% of the market. This suggests a strong demand for properties suitable for couples or solo travelers.
- Together, 1 bedroom and 2 bedrooms properties represent 68.8% of the active Airbnb listings in Machakos Central ward, indicating a high concentration in these sizes.
- A significant 28.1% of listings offer 3+ bedrooms, catering to larger groups and families seeking more space in Machakos Central ward.
Machakos Central ward Vacation Rental Guest Capacity Trends (2026)
Distribution of Listings by Guest Capacity
Guest Capacity Insights for Machakos Central ward
- The most common guest capacity trend in Machakos Central ward vacation rentals is listings accommodating 4 guests (37.5%). This suggests the primary traveler segment is likely small families or groups.
- Properties designed for 4 guests and 2 guests dominate the Machakos Central ward STR market, accounting for 71.9% of listings.
- 18.7% of properties accommodate 6+ guests, serving the market segment for larger families or group travel in Machakos Central ward.
- On average, properties in Machakos Central ward are equipped to host 3.8 guests.
What Amenities Do Airbnb Guests Expect in Machakos Central ward?
Amenity Prevalence
Amenity Insights for Machakos Central ward
- Essential amenities in Machakos Central ward that guests expect include: Kitchen, TV, Wifi. Lacking these (any) could significantly impact bookings.
- Popular amenities like Free parking on premises, Hot water, Essentials are common but not universal. Offering these can provide a competitive edge.
Recommendations for Hosts
- Ensure your listing includes all essential amenities for Machakos Central ward: Kitchen, TV, Wifi.
- Consider adding popular differentiators like Free parking on premises or Hot water to increase appeal.
- Highlight unique or less common amenities you offer (e.g., hot tub, dedicated workspace, EV charger) in your listing description and photos.
- Regularly check competitor amenities in Machakos Central ward to stay competitive.
Dive Deeper: Advanced Machakos Central ward STR Market Data (2026)
Ready to unlock more insights? AirROI provides access to advanced metrics and comprehensive Airbnb data for Machakos Central ward. Explore detailed analytics beyond this report to refine your investment strategy, optimize pricing, and maximize your vacation rental profits.
Explore Advanced MetricsMachakos Central ward Airbnb Guest Demographics & Profile Analysis (2026)
Guest Profile Summary for Machakos Central ward
- The typical guest profile for Airbnb in Machakos Central ward consists of primarily domestic travelers (80%), often arriving from nearby Nairobi, typically belonging to the Post-2000s (Gen Z/Alpha) group (50%), primarily speaking English or Swahili.
- Domestic travelers account for 80.0% of guests.
- Key international markets include Kenya (80%) and United States (13.3%).
- Top languages spoken are English (62.5%) followed by Swahili (22.5%).
- A significant demographic segment is the Post-2000s (Gen Z/Alpha) group, representing 50% of guests.
Recommendations for Hosts
- Target domestic marketing efforts towards travelers from Nairobi and Thika.
- Tailor amenities and listing descriptions to appeal to the dominant Post-2000s (Gen Z/Alpha) demographic (e.g., highlight fast WiFi, smart home features, local guides).
- Highlight unique local experiences or amenities relevant to the primary guest profile.
- Consider seasonal promotions aligned with peak travel times for key origin markets.
Machakos Central ward Airbnb Booking Patterns (2026): Available vs. Booked Days
Available Days Distribution
Booked Days Distribution
Booking Pattern Insights for Machakos Central ward
- The most common availability pattern in Machakos Central ward falls within the 271-366 days range, representing 87.5% of listings. This suggests many properties have significant open periods on their calendars.
- Approximately 100.0% of listings show high availability (181+ days open annually), indicating potential for increased bookings or specific owner usage patterns.
- For booked days, the 31-90 days range is most frequent in Machakos Central ward (71.9%), reflecting common guest stay durations or potential owner blocking patterns.
How Far in Advance Do Guests Book Airbnb in Machakos Central ward?
Average Booking Lead Time by Month
Booking Lead Time Insights for Machakos Central ward
- The overall average booking lead time for vacation rentals in Machakos Central ward is 3 days.
- Guests book furthest in advance for stays during December (average 6 days), likely coinciding with peak travel demand or local events.
- The shortest booking windows occur for stays in September (average 1 days), indicating more last-minute travel plans during this time.
- Seasonally, Winter (4 days avg.) sees the longest lead times, while Spring (2 days avg.) has the shortest, reflecting typical travel planning cycles.
Recommendations for Hosts
- Use the overall average lead time (3 days) as a baseline for your pricing and availability strategy in Machakos Central ward.
- Target marketing efforts for the Winter season well in advance (at least 4 days) to capture early planners.
- Monitor your own booking lead times against these Machakos Central ward averages to identify opportunities for dynamic pricing adjustments.
Machakos Central ward Airbnb Minimum Stay Requirements Analysis
Distribution of Listings by Minimum Night Requirement
1 Night
27 listings
87.1% of total
2 Nights
2 listings
6.5% of total
4-6 Nights
1 listings
3.2% of total
30+ Nights
1 listings
3.2% of total
Key Insights
- The most prevalent minimum stay requirement in Machakos Central ward is 1 Night, adopted by 87.1% of listings. This highlights the market's preference for shorter, flexible bookings.
- A strong majority (93.6%) of the Machakos Central ward Airbnb data shows acceptance of very short stays (1-2 nights), indicating a dynamic, high-turnover market.
Recommendations
- Align with the market by considering a 1 Night minimum stay, as 87.1% of Machakos Central ward hosts use this setting.
- Adjust minimum nights based on seasonality – potentially shorter during low season and longer during peak demand periods in Machakos Central ward.
Machakos Central ward Airbnb Cancellation Policy Trends Analysis (2026)
Flexible
9 listings
90% of total
Firm
1 listings
10% of total
Cancellation Policy Insights for Machakos Central ward
- The prevailing Airbnb cancellation policy trend in Machakos Central ward is Flexible, used by 90% of listings.
- The market strongly favors guest-friendly terms, with 90.0% of listings offering Flexible or Moderate policies. This suggests guests in Machakos Central ward may expect booking flexibility.
Recommendations for Hosts
- Consider adopting a Flexible policy to align with the 90% market standard in Machakos Central ward.
- Given the high prevalence of Flexible policies (90%), offering this can enhance booking appeal, especially during shoulder seasons.
- Regularly review your cancellation policy against competitors and market demand shifts in Machakos Central ward.
What Do the Top Airbnb Listings in Machakos Central ward Look Like?
Benchmark your potential! Explore examples of top-performing Airbnb properties in Machakos Central wardbased on Trailing Twelve Month (TTM) revenue. Analyze their characteristics, revenue, occupancy rate, and ADR to understand what drives success in this market.
Serene Villa in Machakos
Entire Place • 4 bedrooms
La petals hideaway house-Machakos
Entire Place • 6 bedrooms
Masaku Penthouse
Entire Place • 3 bedrooms
Lovely home-like apartment in a serene place
Entire Place • 3 bedrooms
Serene Petals - 2bedrooms airbnb
Entire Place • 2 bedrooms
prestige Meets Serenity 009
Entire Place • 1 bedroom
Note: Performance varies based on location, size, amenities, seasonality, and management quality. Data reflects the past 12 months.
Who Are the Top Airbnb Hosts in Machakos Central ward?
Learn from the best! This table showcases top-performing Airbnb hosts in Machakos Central ward based on the number of properties managed and estimated total revenue over the past year. Analyze their scale and performance metrics.
| Host Name | Properties | Grossing Revenue | Stay Reviews | Avg Rating |
|---|---|---|---|---|
| Host #478279296 | 4 | $25,205 | 2 | 0.00/5.0 |
| Host #153198734 | 1 | $19,376 | 1 | 0.00/5.0 |
| Jacqueline | 3 | $7,273 | 67 | 4.93/5.0 |
| Host #309428297 | 1 | $5,523 | 0 | 0.00/5.0 |
| Lizzie | 2 | $5,278 | 3 | 2.50/5.0 |
| Host #472313889 | 1 | $4,799 | 0 | 0.00/5.0 |
| Host #149112241 | 1 | $4,188 | 0 | 0.00/5.0 |
| Host #479165066 | 1 | $4,150 | 0 | 0.00/5.0 |
| Host #417178460 | 1 | $3,969 | 0 | 0.00/5.0 |
| Host #490434344 | 1 | $3,506 | 0 | 0.00/5.0 |
Analyzing the strategies of top hosts, such as their property selection, pricing, and guest communication, can offer valuable lessons for optimizing your own Airbnb operations in Machakos Central ward.
How Does Machakos Central ward's Airbnb Market Compare to Nearby Cities?
How does the Machakos Central ward Airbnb market stack up against its neighbors? Compare key performance metrics like average monthly revenue, ADR, and occupancy rates in surrounding areas to understand the broader regional STR landscape.
Compared with Olkaria ward, Machakos Central ward has 10 percentage points lower occupancy and about $114 lower ADR. That helps frame whether this market is winning more on demand, pricing, or both.
| Market | Active Properties | Monthly Revenue | Daily Rate | Avg. Occupancy |
|---|---|---|---|---|
| Naro Moru | 19 | $2,009 | $326.90 | 25% |
| Ewuaso Oonkidong'i ward | 14 | $1,897 | $177.50 | 28% |
| Olkaria ward | 42 | $1,592 | $162.67 | 31% |
| Malewa West ward | 45 | $1,416 | $195.51 | 24% |
| Keekonyokie ward | 23 | $1,369 | $152.03 | 29% |
| Ngecha Tigoni ward | 10 | $1,188 | $134.89 | 28% |
| Kapkures ward | 11 | $1,038 | $111.18 | 28% |
| Kimana ward | 12 | $993 | $83.82 | 25% |
| Hells Gate ward | 44 | $949 | $130.73 | 23% |
| Maiella ward | 13 | $927 | $144.80 | 23% |
Frequently Asked Questions About Airbnb in Machakos Central ward
These quick answers summarize the most common investor and operator questions using AirROI's latest market data for Machakos Central ward.
How much do Airbnb hosts make in Machakos Central ward?
Machakos Central ward hosts earn about $3,517 per year on average, with an average nightly rate of $49 and RevPAR of N/A. Those figures describe the typical revenue environment for active listings in Machakos Central ward, Machakos County, not the ceiling for the best operators. Source: AirROI 2025 data, Machakos Central ward market, May 2024 to April 2025.
What is the average Airbnb occupancy rate in Machakos Central ward?
The average Airbnb occupancy rate in Machakos Central ward is 21.2%. May is the strongest month and December is the softest, so hosts should expect demand to move meaningfully throughout the year rather than stay flat.
What is the average Airbnb daily rate in Machakos Central ward?
Listings in Machakos Central ward average $49 per night. The broader pricing spread also matters: lower-performing listings cluster closer to the lower quartiles, while premium homes can price materially above the city average when demand spikes or listing quality stands out.
How many Airbnb listings are active in Machakos Central ward?
Machakos Central ward currently has about 32 active Airbnb listings in AirROI's market dataset. That supply count helps explain how competitive the market is, how much depth there is for benchmarking, and whether the market behaves like a niche destination or a scaled urban market.
How strict are short-term rental regulations in Machakos Central ward?
AirROI currently classifies the short-term rental regulation level in Machakos Central ward as Low. The dataset also shows about 0.0% of listings with registration evidence. That is a market signal, not legal advice, so hosts should still confirm current licensing and compliance rules locally before listing.
What is the RevPAR for Airbnb in Machakos Central ward?
RevPAR in Machakos Central ward is about N/A. That metric combines pricing and occupancy into one efficiency number, so it is often a better quick benchmark than ADR alone when investors want to compare how well listings convert nightly rates into realized revenue.
Is Airbnb profitable in Machakos Central ward?
Occupancy of 21.2% means Machakos Central ward is a more selective market. Profitability is achievable but requires careful cost management, premium positioning, or targeting longer stays to reduce turnover. Average annual revenue is $3,517, but individual returns depend on property type, location within the city, and the host's operating efficiency.
How far in advance do guests book Airbnb in Machakos Central ward?
The average booking lead time in Machakos Central ward is about 3 days — an extremely short window that favors hosts with flexible availability and last-minute pricing strategies. Hosts who understand their market's booking cadence can adjust minimum stays and pricing windows accordingly.
What are the best neighborhoods for Airbnb in Machakos Central ward?
Based on AirROI's analysis, some of the top neighborhoods for short-term rentals in Machakos Central ward include Machakos Town, Syokimau, Kangundo. Each area attracts different guest profiles — from business travelers to leisure visitors — so the best location depends on the property type and target audience a host is aiming for. See the full neighborhood breakdown above.
What type of property performs best on Airbnb in Machakos Central ward?
entire_home listings make up 93.8% of the active supply in Machakos Central ward. The most common configuration does not always mean the most profitable — operators who identify underserved property types or bedroom counts can sometimes outperform the market average by filling a gap in local supply.
How does Machakos Central ward compare to nearby Airbnb markets?
Among neighboring markets, Naro Moru posts $24,112 in average annual revenue with 25.2% occupancy, compared to Machakos Central ward's $3,517 and 21.2%. Comparing nearby markets helps investors understand whether a destination's performance reflects local demand or broader regional trends.
When is the peak season for Airbnb in Machakos Central ward?
May is the highest-revenue month in Machakos Central ward, while December is the softest. The revenue spread between them indicates a highly seasonal market — revenue in the peak month is more than double the low month, so cash-flow planning and pricing automation are critical.
About AirROI Market Data
AirROI tracks over 20 million properties across 190+ countries and maintains 15+ years of historical performance data, making it one of the deepest Airbnb and STR intelligence platforms available. The analytics pipeline aggregates listing-level data monthly — revenue, occupancy, nightly rates, RevPAR, guest demographics, booking patterns, and competitive supply — so investors and operators can benchmark any market against its own history and against neighboring destinations.
Real estate investors, property managers, financial institutions, hedge funds, tourism boards, hospitality consultants, tech platforms, and academic researchers rely on AirROI data to underwrite acquisitions, optimize pricing, model macro trends, and conduct peer-reviewed research. Data is available through in-depth market reports like this one and the Airbnb API with 22 endpoints and an Airbnb MCP Server for AI agents.
AirROI proprietary analytics as of 2025-04-30. Metrics reflect trailing twelve-month aggregates from active listings. Revenue figures are market averages, not projections. Neighborhood descriptions are AI-generated and reviewed for accuracy. For full methodology, see the data methodology page.