Real Estate Location Analysis

There's something potentially remarkable brewing in the U.S. apartment market right now, and it's all about demand. Data for 2nd quarter 2024 shows that renter appetite is not only strong, but arguably downright impressive. In the year-ending 2nd quarter 2024, nearly 400,000 market-rate apartment units were absorbed on net. How does that compare historically? Nearly off the charts strong. There are 98 quarterly readings on this chart dating back to 2000, and the year-ending 2Q24 figure is the 8th largest absorption figure on record. This is actually the third-largest figure on record (behind 3Q18 and 4Q00) if you remove the pandemic era peak (mid-2021 to mid-2022). But even including the once-in-a-lifetime pandemic era demand boom, the past 12 months' worth of demand ranks in the top 10th percentile dating back to 2000. This recent demand surge defies the prevailing thought that job growth is the be-all and end-all driver of housing demand. It's so much more than that, and one of the reasons why I'd argue it's vitally important to look at a holistic set of driving factors. Demographics, wage growth, pent-up demand, immigration, and consumer health among a myriad of unmentioned factors. This is one of the reasons why RealPage's market forecasts rely on a dozen-plus additional exogenous variables beyond job growth. Perhaps the BIGGEST thing that appears to be flying in the face of conventional wisdom though? Household formation. I'll tease this for a forthcoming post later this month, but get this: the mean # of residents per new lease agreement through May 2024 is the LOWEST figure since 2016. In other words, households aren't doubling up. If anything, the data might suggest that they're dissolving which means new household formation is happening outside of job growth-driven demand. (More on this idea later in July!) Assuming that 3Q24 is otherwise "normal" (meaning about 100k units will be absorbed) then that will push the trailing 12 month figure above 400,000 which was only recorded on one other occasion outside of the pandemic era.

The 15-minute city revisited: A GIS approach to measuring, visualizing, and analyzing accessibility by proximity and by public transport supply   In this new paper, I develop a comprehensive methodology and present the steps for measuring, visualizing, and analyzing x-minute accessibility by proximity (walking accessibility) and accessibility by public transport supply (accessibility potential created by nearby public transport services) using geographic information systems (GIS).   Five sequential steps are presented: (1) project definition, (2) data preparation, (3) measuring accessibility, (4) visualizing accessibility and insufficient accessibility, and (5) analyzing accessibility using spatial statistical analysis and modeling.   The methodology attempts to address previously discussed pitfalls of the 15-minute city (Mouratidis, 2024) and more specifically: 1. Limitations to strong decentralization: The methodology assesses proximity-based accessibility only to lower-order facilities, services, and places and not to specialized destinations such as specialized workplaces, specialized shops, specialized healthcare facilities, or higher education facilities. 2. Over-focusing on quantity instead of sufficiency: The methodology demonstrates ways to measure and visualize insufficient accessibility and lack of accessibility. 3. Improperly aggregating facilities into broad categories: The methodology keeps essential facilities separate and avoids improperly aggregating facilities into broad categories like healthcare, education, and recreation. 4. Disregarding public transport: The methodology integrates the assessment of accessibility potential realized through nearby public transport services into an x-minute accessibility framework. 5. Ignoring interpersonal differences in walking and cycling: The methodology focuses on walking to local destinations (e.g. shops, public transport stops) instead of cycling and sets a lower-than-average walking speed so that a larger part of the population is considered in accessibility analysis.   Read more: https://lnkd.in/dADsVNhZ

Portugal’s housing boom is not the result of organic prosperity, but of external drivers: special tax regimes, foreign capital inflows, mass tourism, and a decade of cheap money. All this collided with a rigidly inelastic supply - scarce land, slow licensing, low construction productivity. The result? Asset inflation disconnected from wages. Households see paper wealth on balance sheets, but their cash flows erode under soaring rents and long-term mortgage debt. This is not sustainable growth - it is exclusion masked as prosperity. Italy shows the opposite trap: demographic stagnation and weak demand driving long-term deflation. Different symptoms, same instability. The mantra “buy today, sell tomorrow at a higher price” is not strategy, it’s sales rhetoric. Economics is written in fundamentals - when those diverge from asset prices, correction is inevitable. #RealEstate #HousingCrisis #AssetBubble #EconomicReality #Leadership #Strategy #Sustainability

The Evolving Face of the US Homebuyer The National Association of Realtors' (NAR) 2024 report provides a fascinating snapshot of the US housing market’s buyer profile that looks significantly different than it did just a few years ago. The data reveals a changing homebuyer. The average buyer age has climbed to a record 56, underscoring the impact of high housing costs and rising interest rates that have sidelined younger would-be buyers. For first-time buyers, the average age is now 38, nearly a decade older than it was in the early 1980s. These changes signal a more mature buyer who brings accumulated wealth and likely more significant financial security to the table. Additionally, a fifth of all home purchases were made by single women, a notable demographic shift reflecting both a societal change in homeownership goals and an economic shift in who can afford to buy. By contrast, single men comprised only 8% of recent buyers. This snapshot highlights what many are calling a “bifurcated housing market,” where those able to buy homes are increasingly established, wealthier individuals, often using home equity from previous properties to secure cash purchases or make substantial down payments. This market has been largely inaccessible to younger buyers, who continue to face affordability challenges, limited savings, and reduced opportunities for financial support in the form of lower mortgage rates. With affordability gauges near record lows, first-time homebuyers hold a mere 24% share of the market, down dramatically from the 40% share held in pre-Great Recession years. Rising prices and interest rates have compounded these barriers, leading to a market where nearly three-quarters of all buyers have no children under 18 at home, reflecting an older and more established buyer profile than in decades past. While this report offers a look back, the trends it captures underscore a potential turning point. Recent mortgage application data suggests that prospective buyers who had previously been priced out or sidelined may begin to re-enter the market as interest rates stabilize. If these sidelined buyers do return, particularly younger and more diverse demographics, the profile of the typical buyer could again start to shift, gradually increasing diversity in age, household composition, and race among homebuyers. At Havas Edge, we’re continually analyzing these demographic shifts to support brands in delivering timely, targeted strategies that meet the realities of today’s buyers and the anticipated resurgence of those who’ve been waiting on the sidelines. #RealEstate #Homebuyers #MarketTrends #HousingEconomics #ConsumerInsights

Where you live increasingly determines how much you actually keep. This map highlights a powerful reality across the U.S.: after covering housing, taxes, and everyday essentials, the share of income left over varies dramatically by location. In places like Iowa, South Dakota, and North Dakota, households keep roughly one-third of their income. In contrast, states like Hawaii and California leave families with closer to 10%. From a real estate perspective, this isn’t just about cost of living; it’s about cash flow, affordability, and long-term stability. A few observations: ✅Housing remains the biggest lever: Markets with lower housing and childcare costs consistently rank higher in income retention. ✅Income growth alone isn’t enough: Even in high-income states, rising expenses (especially housing and childcare) erode real purchasing power. ✅Migration and demand will follow affordability: As the gap exceeds $2,000/month in disposable income between states, this will continue shaping where people move, rent, and buy. ✅“No state income tax” doesn’t guarantee affordability: Texas is a good example; fundamentals like income levels and housing costs matter more. For anyone building, investing, or operating in real estate, this reinforces a simple but critical point: Affordability isn’t just a social metric; it’s a demand driver. Markets where residents can actually retain income tend to be more resilient, more stable, and often more sustainable over the long term. Source: Common Sense Institute (2025), Visual Capitalist (Voronoi)-Dorothy Neufeld #realestate #housing #affordability #proptech #datadriven

The rent–price (RP) ratio captures the relative cost of renting a home compared to buying it: annual rent divided by the home’s market value. A lower RP ratio generally signals that buying is less affordable than renting. In India, RP ratios are exceptionally low, often just 2–3%. When adjusted for ownership-related costs the net yield typically falls even further to about 1.5–2%. In recent years, Indian housing markets have shown striking variations in RP ratios. Some tech hubs, for example, experienced sharp increases in the ratio soon after the COVID-19 pandemic (see our report: https://lnkd.in/d3m-gE_e). What drives changes in the RP ratio? Is it macroeconomic factors like inflation, competition from other asset classes, or something else? More specifically, do the shifts arise from changes in rents (the numerator) or from fluctuations in home values (the denominator)? A recent paper in the Journal of Finance (https://lnkd.in/dN24-ARV), highlights the role of demographics. In many developed economies, individuals typically buy homes in their late twenties, but start selling and shifting to rentals in their sixties. This means that a baby born today will add upward pressure on housing demand 25–29 years later, and downward pressure about 60 years later. Crucially, the study finds that demographic dynamics affect home prices, much more than rental levels. India, however, presents a different tenure pattern. Homeownership is seen as a life goal, regardless of age. Limited mortgage access delays purchases until the late thirties, when households have accumulated savings for a down payment. Unlike in the West, Indian households rarely switch to renting in older age as rental housing often lacks senior-friendly amenities, and senior living facilities remain scarce and costly. The post-pandemic surge in RP ratios observed in some tech cities, nevertheless, appears to have been driven largely by demographics: young professionals returning to offices created a spike in rental demand. The numerator (rents) temporarily pushed up RP ratios. Yet, over the medium term, housing prices are likely to catch up, especially since governments at all levels actively promote homeownership and supply is not fundamentally constrained. Ultimately, both developers and prospective buyers must recognize that demographics exert a powerful influence on housing prices. Cities with growing populations of potential homebuyers will face sustained upward pressure on home values, worsening affordability challenges. Still, there is a silver lining. India’s population is aging, and life expectancy is improving. If policymakers and developers address the unmet need for senior-friendly rental housing, the demographic challenge could be partially offset. It is time for the housing ecosystem to take senior living seriously: both in the financial sphere and in physical asset development.

Accessibility in public transportation is a must! During my recent travels in Switzerland (hosted by the amazing accessible Switzerland travel company Claire & George - Barrierefreie Ferien Schweiz), I was thoroughly impressed by the accessibility of the country’s transportation system. Whether it was trains, buses, trams, or even boats, the infrastructure made it incredibly easy to navigate as a deafblind traveler. Here’s what I appreciated: - Digital Displays: Nearly every mode of transport featured clear digital displays showing upcoming stops, which made staying on route much easier for everyone, especially those of us with vision and hearing disabilities. - Ramps & Elevators: I was pleased to see that ramps and elevators were consistently available at train and bus stations, ensuring wheelchair users, travelers with mobility disabilities, and those with luggage could move freely. - Easy Boarding: Getting on and off public transportation was a smooth process, with well-marked paths and accessible entry points. Trams in Basel had specific numbered tracks and my Google Maps directions told me which track to get on, which made it simple for me. - Variety of Transportation: From trains to trams to buses, and even boats, Switzerland’s public transport options are diverse and accessible, allowing travelers to explore the country with ease. I had a countrywide train pass, allowing me to get on any intercity train without a prior reservation or seat, which made it unbelievably easy to adjust to my needs. When I was tired and needed to rest, I simply took a later train than planned. Amazing! This experience reminded me of how critical accessible transportation infrastructure is for creating inclusive societies. Switzerland sets a great example of what it can look like when accessibility is prioritized. Have you traveled somewhere with accessible transportation? What are your thoughts on this? Image Description: Catarina is a light-skinned Latiné woman with dark brown wavy hair worn down. She's wearing sunglasses, a white tank top, olive green jogger pants, and is holding her white cane in her right hand. She's smiling widely with her left hand raised to show off the stunning landscape of Bern behind her with an emerald green river, lush green trees, and some buildings topped off by a blue sky with clouds. Behind her is a metal fence with rods. #Accessibility #AccessibleTravel #PublicTransportation

"Are you sure you understand Bay Area real estate?" The question hung in the air during my first listing presentation 2 years ago. The prospective client had heard my accent and immediately doubted my expertise. I could have been defensive. Instead, I opened my laptop. What I showed them: → Market analysis of their neighborhood with 6 months of comparable data → Pricing strategy backed by hyperlocal trends they hadn't considered → Marketing plan that reached buyers in 3 languages → Track record of clients who chose me specifically for my cultural competency Their home sold for $85K over asking in 12 days. Here's what I learned about building credibility when people make assumptions: 📌 Lead with data, not defensiveness. Let your preparation speak louder than your pronunciation. Over-prepare for every client interaction until your expertise becomes undeniable. 📌 Turn your difference into an advantage. My accent signals that I understand multiple markets, cultures, and buyer perspectives. What some see as a limitation, smart clients recognize as a superpower. 📌 Build alliances, not just client relationships. Other agents who initially questioned my abilities became my biggest referral sources once they saw my results and professionalism. 📌 Let results speak for themselves. Every successful transaction builds credibility. Every satisfied client becomes proof that competence isn't measured by how you sound. 📌 Document everything. When people doubt your abilities, having concrete evidence of your expertise becomes crucial. Save testimonials, track results, showcase outcomes. The turning point came when I stopped trying to sound "American" and started leveraging my authentic voice. My accent isn't a bug - it's a feature that helps me connect with the fastest-growing demographic in Bay Area real estate. Today, clients seek me out specifically because of my background, not despite it. To other professionals facing similar challenges: Your accent tells a story of resilience, adaptability, and global perspective. In the right market, that's not a liability - it's a competitive advantage. #career #authenticity #immigrant #RealEstate #personality

Think you have an accessibility program when you start running accessibility audits? Think again. An accessibility function is not mature just because someone is filing defects. There are several prerequisites that need to exist before the first bug is logged. 1) Governance must be reachable Decisions and priorities cannot live only in long meetings or dense decks. Staff with disabilities cannot follow decisions they cannot reach. Governance needs short forms, asynchronous access, and more than one way to find the signal. Following the "Amazon rule" of six page write ups is guaranteed to leave disabled staff in the dust 2) Workflow must be explicit If ownership and quality control live in private chats or tribal knowledge, staff with memory, processing, or fatigue disabilities are already being left behind. Documented roles, handoffs, and acceptance criteria make participation possible for everyone. 3) Remote participation must be treated as normal Programs that assume co-location or live attendance exclude people who rely on flexible schedules or alternate equipment. Remote participation for accessibility staff needs to be a first-order requirement, not a barrier. 4) Accessibility bugs need a defined place next to functional bugs When accessibility issues are always behind functional issues in triage, they never ship. When teams say “release it and fix it later,” later rarely arrives. A program is only real when accessibility defects move on the same clock as everything else and can block release when harm is predictably introduced. If the operations of the accessibility team are not accessible, the program will recreate the same exclusion it is meant to fix. Audits do not create maturity. Accessible governance, accessible workflow, equitable participation, and accountable prioritization do. #Accessibility #Equity #TechMaturity

This morning’s consumer confidence data sends a mixed—but telling—signal for housing. Overall confidence inched higher in March, driven by a better assessment of current conditions, even as expectations softened. Households feel a bit better about where things stand today, but remain cautious about the next six months. What really stands out is the generational split. On a six‑month moving average, Generation Z remains the most confident cohort, even after a modest pullback in March. That matters for housing because Gen Z is moving into prime household‑formation years. They are renters today and first‑time buyers tomorrow. Their relative optimism suggests demand hasn’t disappeared; it is being delayed by affordability constraints and higher mortgage rates. At the same time, rising inflation expectations and growing concern about interest rates are weighing on near‑term homebuying plans across age groups. That lines up with what we are seeing in the market: buyers are cautious, selective, and highly payment‑focused, while sellers are gradually adjusting expectations to meet them in the middle. For housing, the takeaway is balance. Confidence is not strong enough to trigger a surge in activity, but it is firm enough—especially among younger households—to support a slow, healthier normalization as inventory improves and affordability pressures ease at the margin. What I will be watching next is whether Gen Z confidence stabilizes as inflation expectations and mortgage rates settle. That cohort’s outlook will shape housing demand for the rest of the decade. #HousingMarket #ResidentialEconomics #HousingData #ConsumerConfidence #Affordability #MortgageRates #HomeBuying #Homesdotcom