Research Notes
How entitlement risk reads from the public record, and what's driving the demand behind it. Five lanes: jurisdiction deep-dives from real entitlement fights, methodology notes on how a cited site memo gets built, due-diligence practice pulled from institutional checklists, named-economist frameworks applied across property types, and the compute buildout reshaping data-center demand through 2030.
The three-year clock hiding inside a thirty-year building
A $40,000 GPU depreciated over three years costs twice as much per year on paper as the same chip depreciated over six. Hyperscalers picked six. Michael Burry says the real number is three. The building underneath either way runs on a 39-year clock.
Reading the Fed like a developer
Most people read the Fed for the next 25 basis points. A development team should be reading a more boring stack of monthly releases instead: SLOOS, housing starts, industrial production's electric-power slice, and the shelter line inside CPI. What each one actually tells you, and how one of them just got a real developer fooled.
FrameworksSusan Wachter's model: banks lend multifamily on the comp, not the fundamental
Two entitlement fights, one decided by 26 basis points in a denominator and one by a city's refusal to process, and neither risk appears in any comp set a lender will ever pull. Wachter and Herring explained why in 1999. An autopsy of what the comp could not see.
Jurisdiction DataThe RLUIPA screen most diligence checklists skip
Chatham County unanimously denied a church rezoning in December 2024. A federal judge enjoined the denial by June 2025. Religious land-use denials carry a federal half-life that most diligence checklists never model, and it changes more than church sites.
Jurisdiction DataRent is the second-biggest line on a drive-thru's income statement
McDonald's collects roughly 39% of its total revenue from rent charged to its own franchisees. That single fact explains more about quick-service site selection in 2026 than any menu-innovation story does. The real estate line moved, and franchisees are re-underwriting every new box because of it.
FrameworksWilliam Wheaton's elasticity model says a solar moratorium doesn't just block supply. It amplifies the next price swing
Wheaton's 1999 stock-flow model showed that markets with inelastic supply convert steady demand into sharp oscillation. Ada County deleted a land class from its solar supply curve permanently, and Morro Bay legislated coastal battery elasticity to zero for two years. Neither ordinance reduced demand by a watt-hour.
Jurisdiction DataA county banned solar farms, and the record saw it coming
Ada County, Idaho denied one 2,400-acre solar project in July 2024. By September 2025 the county code banned solar on all prime irrigated farmland. Ohio industrialized the same move with SB 52: 37-plus counties now carry exclusion zones. Denials do not stay denials.
MethodologyWhy we hold reports back
A research tool that always answers is a research tool you cannot trust. RealClear will hold a brief rather than ship a confident-sounding one it cannot stand behind. The honest-hold doctrine, and why it is a feature.
Jurisdiction DataThe power bill is the pro forma
PJM's capacity auction cleared at $28.92 per megawatt-day for 2024-2025. It cleared at $333.44 for 2027-2028, hitting the price cap. Wind PPAs are up 24 percent in a year. Energy stopped being a utility line item and became the deal.
Jurisdiction DataTen campuses, one county: opposition saturation in Lackawanna
Ten data-center campuses are proposed across Lackawanna County, Pennsylvania. Newton Township killed one in a sentence; Ransom denied another at the board. What saturation does to every application still in the queue.
Jurisdiction DataThe apartment supply wave crested in 2024. The bottleneck moves to the planning department next.
608,000 apartments were completed in the U.S. in 2024, a 38-year high financed on debt underwritten in 2021 and 2022. Starts collapsed to 355,000 that same year. When that thin pipeline finishes draining, whichever markets kept their entitlement machinery running win the next cycle, and most did not.
FrameworksRichard Barkham says the property cycle completed in 2024 and 2025, without a crash
CBRE's global chief economist thinks the cycle ended without the usual wreckage and a new one is already running. If he is right, the data-center discount everyone is waiting for arrives by jurisdiction, not by price. Two live case files mark the new cycle's poles.
Jurisdiction DataThe record is asking about water: cooling commitments as entitlement currency
Saline Township's consent judgment bans high-water-use evaporative cooling at a 1,383 MW campus. DeKalb County is writing water standards into a five-tier data-center code. Cooling technology has become something developers trade for permission.
Due DiligenceHugh Kelly's Market Quality Ratings: a bond-like risk grade for 50 metros, and what it would score your submarket
Hugh Kelly rated metro multifamily markets the way a desk rates credit, and the method transfers. Statutes are indentures, fallback clauses are covenants, and a March 2024 courtroom in Los Angeles gave the Builder's Remedy its first enforcement history.
Jurisdiction DataThe format is the fight: self-storage pauses, drive-thru bans, and the moratorium habit
Cape Coral froze self-storage with $12 million already in pre-development. Spokane banned new drive-thrus along its major transit corridors by emergency vote. Carlsbad ended a 27-year ban 3-2. Three cities, one lesson: jurisdictions regulate building formats, not brands.
Jurisdiction DataShell companies used to buy silence; now they buy suspicion
Deep Meadow Ventures LLC assembled 467.66 acres before Franklin Township knew Google was the buyer. The name came out in July 2025 and the petition died in September. What anonymity costs in the beneficial-ownership era.
Jurisdiction DataIndustrial vacancy just hit a cycle high. Building a warehouse got harder anyway.
National industrial vacancy climbed from a 3.8% low in 2022 to roughly 7% through 2025-26, and rent growth fell to its slowest pace since 2012. The obvious read is that entitlement urgency eases when nobody needs new supply. Nine Inland Empire cities and a new California statute say otherwise.
Jurisdiction DataBy-right is not forever: Loudoun, Fayetteville, and the repricing of permitted use
Fayetteville, Georgia went from denying one data-center site plan to banning the use in every zoning district in 37 days. Loudoun County ended by-right development 7-2. What a permitted-use table is actually worth, and how fast it can change.
FrameworksWilliam Fischel's Homevoter Hypothesis is the academic case for what our own case files already show
A Dartmouth economist spent 40 years explaining why homeowners block development, and why they are behaving rationally when they do. Three RealClear case files, in three states and three verticals, run his model in real time. One of them runs it in reverse.
ComputeThe IEA's 2030 number is 950 terawatt-hours, and roughly half the growth has no committed generation yet
The IEA's 2026 Electricity report puts global data-center demand at 950 TWh and roughly 4 percent of world electricity by 2030. The quieter half of the same projection leaves about half of that growth without a committed generation source behind it.
MethodologyWhat 30,000 jurisdictions look like from the inside
From the outside, American land use looks like one system with 30,000 local variations. From the inside it is 30,000 systems that happen to share a vocabulary. The document that decides your project is different in every one of them, and finding it is the actual work.
FrameworksKenneth Rosen asks whether multifamily is still in extra innings, or already playing a new game
The Fisher Center's director has spent four decades calling cycles, and his baseball metaphor for this one assumes the rulebook held. Field notes from two case files, Minneapolis and Del Mar, suggest the umpires changed mid-game.
ComputeSemiAnalysis says 20 gigawatts of data-center capacity came online in 2026, and model capability is still outrunning it
SemiAnalysis counts 20 gigawatts of new data-center capacity energized in 2026 and expects 30 more in 2027, and model capability is still outrunning the buildout. The clearest evidence is the strangest: rental prices for two-generation-old Hopper GPUs keep rising.
FrameworksRyan Wiser's data says solar is siting in the same counties that used to take the coal plant
Berkeley Lab researchers found solar and wind siting disproportionately in sparsely populated rural areas, and to a lesser extent lower-income ones, the same map fossil generation drew for a century. Two RealClear solar files, one welcomed in West Tennessee and one denied three times in South Carolina, show what decides which way a county breaks.
Jurisdiction DataWhen a pause wants to be a statute: Starke County and the permanent-ban tell
Starke County's planning commission approved a one-year data-center moratorium on December 4, 2025, in a high-school auditorium, and its vice president predicted a permanent stop by statute at the same meeting. How to read a pause that has already picked its ending.
Due DiligenceThe ILPA questionnaire roughly 89 percent of private equity funds use has no line for a zoning moratorium
Institutional LPs run the most standardized diligence instrument in private markets. It would have said nothing about the four Indiana counties that closed to data centers in ten months, or the roughly $1 billion petition withdrawn in Indianapolis before the roll call.
Jurisdiction DataThe Builder's Remedy is a ledger: what Beverly Hills paid to find out
Beverly Hills refused to process a 19-story Builder's Remedy tower. After losing in court, the same parcel holds a 36-story application. Two case files on what municipal resistance costs, and who ends up paying.
ComputeMcKinsey's 6.7 trillion dollar number is 219 gigawatts of data-center capacity by 2030. Most of it does not exist yet
McKinsey's 2026 report projects 219 gigawatts of global data-center capacity by 2030 and a cumulative $6.7 trillion of capex to build it. Divide the target by the calendar and the schedule has no room for a single systemic delay.
Jurisdiction DataThe moratorium is contagious: how data-center pauses jump county lines
Marshall County, Indiana passed a data-center moratorium with no data center to stop. Then White County. Then Putnam. Then Starke. How pauses spread by imitation, escalate into bans, and what that does to site selection.
Jurisdiction DataThe safe harbor that isn't: Braintree and the 40B arithmetic
Braintree calculated 1.65% and claimed safe harbor. The state recalculated 1.39%, and on June 18, 2025 the Massachusetts Appeals Court agreed. Twenty-six basis points, 244 conservation acres, and every 40B denominator in the state now needs a recount.
MethodologyWhat a cited brief actually is
Most generated research is confident prose with no way to check it. A cited entitlement brief inverts that: no claim ships without a source behind it. Here is the doctrine, and why it is the whole product.
Jurisdiction DataThe anchor-tenant paradox: what Microsoft's Licking County pause did to every pro forma around it
Microsoft announced $1 billion across three Licking County data-center sites in October 2024 and paused all three by April 2025. Cologix closed on $7 billion in the same county and kept building. The difference was never the zoning.
FrameworksDevelopment is risk elimination, not risk-taking
Alfred Taubman told Peter Linneman that people have real estate development backwards: it is not about taking risk, it is about eliminating every risk you can before you accept the one you cannot. The best developers are the best at saying no. Here is the manifesto version of everything this cluster has been arguing.
ComputeJames Covello says Big Tech needs a trillion dollars of AI profit to justify this capex. The 2026 consensus number is roughly 450 billion
Goldman's own equity-research chief says Big Tech needs a $1 trillion annual AI profit run-rate to justify current capex, against a 2026 consensus near $450 billion, while Goldman's own baseline projects $7.6 trillion of infrastructure spend through 2031 anyway. Someone at the same bank is going to be wrong, and the $2.5 trillion data-center slice hangs on which one.
Jurisdiction DataBlueOval SK and the art of restructuring a promise
Ford and SK On built an $11.4 billion battery venture across three plants in Kentucky and Tennessee, cleared every approval, then announced its dissolution on December 11, 2025. The entitlements survived intact. The promises are being renegotiated in public.
Jurisdiction DataWhat a nitrate settlement teaches about industrial water risk
Amazon paid $20.5 million on March 31, 2026 to exit a class action over a basin where at least 634 wells test above federal nitrate limits, while denying it caused any of it. Hyundai's riverkeeper settlement cut a 25-year water deadline to 15. Neither risk surfaced at a zoning hearing.
Jurisdiction DataOrder the transformer before you pick the architect
Large power transformers now run 24 to 48 months from order to delivery, sometimes four years. By the time a data center's design is final, the equipment that gates its energization date should already be on order. The build's economics get locked before anyone breaks ground.
Jurisdiction DataTwo Indiana data centers, one state, opposite timelines
Meta broke ground in Lebanon. Google withdrew in Franklin Township. Same state, same asset class, and the entitlement timeline diverged at a zoning decision made before either project was announced. A timeline analysis.
ComputeEpoch AI: frontier training compute has doubled every 5.2 months since 2020
Frontier training compute has doubled every 5.2 months since 2020, and the installed base of AI computing capacity doubles roughly every seven. No construction cycle and no entitlement calendar runs on that clock, and the mismatch is the plainest explanation for why data-center site selection turned into a fight.
ComputeTrendForce says AI will consume 20 percent of the world's DRAM wafers in 2026
One gigabyte of HBM eats roughly four times the wafer capacity of standard DRAM. Run that ratio across the AI buildout and you get TrendForce's December call, a fifth of global DRAM wafer capacity going to AI in 2026 against supply that grows 10 to 15 percent a year. The price prints since then are the receipts.
Jurisdiction DataWarsh was sent to cut rates. The dot plot went up.
On June 17, 2026, the Federal Reserve held its target range at 3.50 to 3.75 percent for a fourth straight meeting, in new chair Kevin Warsh's debut, and then raised its own median rate forecast for the year. The actual 2026 rate path, and what it does to a development go/no-go.
FrameworksChris Bruen's math: 93 of the last 99 quarters ran supply and rent growth in opposite directions
NMHC's chief economist put a number on the oldest argument in housing. Deliveries discipline rents, almost every quarter, for 25 years. Which means the entitlement fights in our case files are not political noise. They are rent events with a lag.
Jurisdiction DataVirginia sends the bill: what the 2026 data-center tax fights mean for site selection
Virginia projected its 2009 data-center tax exemption would cost $1.54 million a year. By FY2025 it cost $1.6 billion. JLARC says the state recovers 48 cents per exempted dollar. The 2026 General Assembly fight over that gap will reprice every site in the state.
MethodologyThe pre-commitment read: pricing entitlement risk before the LOI
Beverly Hills refused to process a Builder's Remedy application. A judge ordered it to. The developer came back with double the density. That is what an unpriced legal bet costs, and it is exactly the kind of number a pre-commitment read exists to put in front of you first.
MethodologyReading a zoning code like a machine
A zoning ordinance is not an article. It is a cross-referenced legal system that only makes sense whole. Why RealClear ingests entire codes rather than snippets, and what that changes about the answers you get.
MethodologyWhat actually kills a deal in diligence, and how early you can see it
Entitlement failure is not random. It clusters into four repeatable categories (policy risk, opposition risk, utility risk, environmental risk), and each one leaves a public tell months before the hearing that kills the deal. A field guide, with the receipts.
Jurisdiction DataCap rates and the cost of waiting
CBRE's own survey called for cap rates to compress in 2026. The first quarter's actual trades went the other way. The bid-ask spread narrowed anyway. What the gap between the forecast and the realized print means for when ground actually breaks.
Jurisdiction DataPower is the second vote: the approval your zoning win doesn't cover
Saline Township's land fight ended with a consent judgment on October 15, 2025. The project's power approval was still being contested in February 2026. Data centers need two permissions, and they run on different calendars.
ComputeGoldman's Tracking Trillions puts AI infrastructure spend at 7.6 trillion dollars through 2031, split between compute and power
Goldman Sachs projects $7.6 trillion of AI infrastructure capex between 2026 and 2031, with $5.1 trillion for chips and servers and $2.5 trillion for data centers and power. That second number is the one that turns into land, and land has hearings.
Jurisdiction DataThe opposition files paper now: inside the new resistance playbook
Angry hearings don't kill projects. Records do. From Franklin Township's remonstrance campaign to more than 300 written submissions against one Idaho drive-thru, the opposition playbook has professionalized. Here is what it looks like.
Jurisdiction DataThe 2025 tax law didn't kill solar-plus-storage. It moved where the deal dies.
The One Big Beautiful Bill Act ended the residential solar credit and put a hard construction-start deadline on utility-scale projects. Battery costs kept falling anyway, 31% in a year. The real bottleneck was never the tax code. It is the interconnection queue and the county commission, and neither one got easier in 2025-26.
Jurisdiction DataMemory just became the expensive part of a data center
Nvidia's B200 costs about $6,400 to build. Roughly half of that is memory. DRAM contract prices rose 90 to 95 percent quarter over quarter in January 2026. The bill of materials moved, and most site-selection models have not caught up.
Jurisdiction DataBuc-ee's runs the same play in two states; the records diverge
In Mansfield, Ohio, Buc-ee's cleared five approval bodies in roughly two months. In Stafford County, Virginia, a near-identical travel center needed more than a year to earn a 4-3 committee recommendation. Same brand, same building, different jurisdiction. That gap is the product.
Jurisdiction DataThe drive-thru is the entitlement: how a Starbucks dies next to a school
In Altoona, Iowa, a 2,400-square-foot drive-thru died without a single denial vote. In Cardiff, California, swapping a Jack in the Box for a Starbucks counted as intensification. The QSR kill pattern, in two case files.
ComputeThe bottleneck is moving from chips to power: SemiAnalysis's 30 gigawatts for 2027 meets the IEA's power-demand curve
SemiAnalysis expects roughly 30 gigawatts of new data-center capacity in 2027 while the IEA projects global data-center power demand doubling to 950 TWh by 2030. Put those two curves on one page and the binding constraint stops being silicon.
Due DiligenceNIC MAP's 89.5 percent occupancy number is real. It is also not the number that matters for underwriting
NIC MAP's Q1 2026 average occupancy is the best market-level number in senior housing. It is an allocator's instrument, and underwriting a specific site with it skips the four layers where senior-living deals actually live or die.
FrameworksCedrik Lachance's bottoms-up allocation: retail is being repriced property by property, not sector by sector
Green Street's research chief has spent two decades arguing that capital allocation happens at the asset, not the sector. Two Starbucks drive-thru denials in California, one killed by a 24-foot lane width and one by a general plan, prove the point at QSR scale.
Jurisdiction DataThe war for the corner: drive-thru density under cost pressure
Culver City decided who could vote on an In-N-Out moratorium by rolling a die. That is not a metaphor; two council members recused themselves and the tiebreaker was literal. Underneath the theater is a real fight over the scarcest input in retail: the corner with the curb cut.
MethodologyWhat an outcome band means, and why we hold memos instead of guessing
RealClear leads every site memo with an outcome band (Advance, Monitor, Hold, Kill) and demotes the score to a supporting detail. Why the band is the honest unit of a screening recommendation, and why some memos do not ship at all.
FrameworksBeth Burnham Mace's Forgotten Middle: the income band no senior-living pro forma prices for
The 2019 Health Affairs study Mace co-authored projected 14.4 million middle-income seniors by 2029, and 54 percent of them short of the roughly $60,000 a year that assisted living and out-of-pocket medical costs demand. The population most likely to need the building is the least likely to appear on its rent roll.
MethodologyReading the public record like an underwriter
Altoona, Iowa never issued a formal denial of a Starbucks drive-thru. A negative planning-commission recommendation and a city-council deferral killed it anyway. What agendas, minutes, staff reports, and dockets actually tell you before the hearing, and why opposition shows up in the record before it shows up in the room.
ComputeHBM is sold out through the end of 2026 at all three memory makers
There is no fourth supplier of high-bandwidth memory, and the three that exist are committed through the end of 2026. A field note on what a fully allocated component does to the assumption that compute hardware arrives when you order it.
Jurisdiction DataBanks left construction lending. Private credit sent the invoice.
Basel III endgame and FDIC concentration guidance pushed banks out of construction lending on purpose, not by accident. Private credit filled the gap at a real, quoted price: wider spreads, tighter proceeds, and a bigger equity check on the same project.
Jurisdiction DataThe cost of a data center is not in the land or the shell anymore
Abilene closed $11.6 billion in one financing round. Saline Township priced permission in a consent judgment. Lebanon, Indiana prepaid its entitlement at district scale. Where data-center cost actually lives now, with the numbers.
ComputeSK Hynix's 72 percent operating margin is a semiconductor-industry record, and DRAM pricing is why
Revenue up 198 percent, operating profit up 405 percent, and a margin CNBC called an all-time record for the entire semiconductor manufacturing industry. What a commodity manufacturer keeping 72 of every 100 won tells you about the buyers on the other side of the table.
Jurisdiction DataBig tech will spend $725 billion this year. Generative software made $25 billion.
Microsoft, Amazon, Alphabet, and Meta guided roughly $725 billion in combined 2026 capex, up 77% from 2025. Direct generative-software revenue across the industry runs around $25 billion. That gap is where every data-center site-selection decision for the next three years actually gets made.
Due DiligenceJim Costello's 4.5 percent line: what a cost-of-capital inflection means for a data-center pro forma
MSCI's chief real assets economist says the cheap-money era subsidized weak deals for forty years, and above a 4.5 percent Treasury the subsidy is gone. Applied to data centers, that turns entitlement drag from a war story into a carried cost, and two case files 23 points apart show the spread.
Jurisdiction DataFranklin Township: how a billion-dollar data center died in the public record
Google's Indianapolis campus was withdrawn before the council vote. The structural risks that ended it were visible in public records at filing, and the political risks built in plain view. A jurisdiction deep-dive.
MethodologyThe cost of a surprise: what late discovery does to IRR
Fourteen million dollars in concessions. Five years of litigation over a 26-basis-point calculation. Thirty years between a documented contamination risk and the settlement it produced. The cost of an entitlement risk does not stay fixed while you wait to find it. It compounds.
FrameworksWalter Kemmsies' China+Many framework: e-commerce at 24 percent of retail, and what that means for the next industrial site search
Kemmsies reads industrial demand through two structural engines, e-commerce penetration heading toward 30 percent by 2030 and production fragmenting beyond a single-country base. Samsung's Taylor fab and SK's Commerce battery campus show what that demand does, and does not do, for a specific site.
Jurisdiction DataFrom a 4-1 vote to a $14 million judgment: the entitlement-to-dollars bridge
Saline Township's denial became a lawsuit in two days and a $14 million consent judgment in 35. Franklin Township's withdrawal converted 14 months of spend into nothing. How to translate procedural events into balance-sheet numbers.
Due DiligenceThe ILPA due-diligence questionnaire has no line item for a drive-thru moratorium, and its Process pillar should
ILPA grades managers on People, Performance, Philosophy, and Process. Spokane's 5-2 emergency corridor moratorium and Carlsbad's 3-2 reopening of a 27-year ban both say the Process pillar needs a jurisdiction line item that does not exist yet.
Jurisdiction DataThe cost of capital is an entitlement risk
A 6-to-18-month entitlement clock used to be a scheduling problem. At today's rates it is a cash problem, and most pro formas still price it at zero. The carry-cost arithmetic, run on real current rates against a real Virginia timeline.
FrameworksSam Zell's Grave Dancer thesis said buy the empty building, not the growing rent. Is any warehouse submarket there yet
Zell's 1976 essay laid out the play: buy in oversupplied markets at distress prices, run for occupancy and cash flow, and wait for a structural supply shift, never inflation, to move rents. National industrial vacancy sits near a cycle high while nine Inland Empire cities choke future supply. Half of his setup has arrived.
FrameworksWilliam Wheaton's stock-flow model says data centers have the least elastic supply curve in real estate
A 1999 paper on why property markets oscillate predicts exactly what four Indiana counties and one Virginia board did to data-center supply in 2025. The model says this asset class will not overbuild its way into a bust. It will price-spike instead.