Real problems worth solving

County assessor databases frequently list incorrect square footage, bedroom counts, or structural features for residential properties. When counties digitized paper records, data entry errors were rampant -- entire floors were omitted, garages were counted as living space, or demolished additions remained on file. Because assessors only update records after a sale or permitted remodel, a home that hasn't sold in 20 years may still carry decades-old errors. This matters because property tax is calculated directly from assessed value, and assessed value is driven heavily by recorded square footage. A homeowner overcharged by 200 sq ft at $150/sq ft in a jurisdiction with a 1.2% tax rate pays an extra $360/year indefinitely. The structural reason this persists is that assessors have no systematic process for auditing existing records against reality -- they rely on homeowners to discover and report the errors themselves, but most homeowners never look at their property record card.

The U.S. cremation rate has doubled in the past decade, surpassing 60% nationally and projected to reach 82% by 2045. This has structurally reduced demand for embalming -- the core skill that mortuary science education is built around -- but state licensing boards have not created a corresponding 'cremation technician' or 'cremation specialist' license with its own training pathway. Instead, crematory operators in most states need minimal certification (often just a short course), earning $2,000-$4,000 less annually than embalmers. Workers who would thrive in cremation-focused roles are forced to either get a full mortuary science degree (learning embalming they will rarely use) or accept a low-status, low-pay crematory position with no professional development ladder. The structural cause is that licensing boards were designed around the traditional burial model and have not adapted to the demographic reality that most Americans now choose cremation. Georgia's SB 239 (2026) is one of the first legislative attempts to address this by separating funeral directing from embalming, but no state has yet created a dedicated cremation career track with commensurate professional recognition.

Funeral directors and embalmers carry a double occupational stigma: they handle dead bodies (a cultural taboo) and they profit from grief (a moral taboo). A UCF study on 'The Stigmatization of Deathcare Workers' found that this stigma causes measurable social isolation -- 44.5% of funeral workers report discomfort attending social events, and many describe friends and family members physically recoiling or changing the subject when they discuss their work. Unlike other stigmatized professions (e.g., sanitation workers), funeral workers cannot compartmentalize their identity because their work schedule (on-call nights, weekend services) constantly signals their occupation. The structural cause is that Western culture systematically hides death from daily life -- bodies go from hospitals to funeral homes to cemeteries without the public ever seeing them -- so people who work with death become proxy carriers of a discomfort society refuses to process. This isolation compounds the mental health crisis in the profession because workers lack social support networks that other high-stress professions (police, firefighters) build through public respect and camaraderie.

The average independent funeral home owner is over 60 years old and cannot find a successor. Fewer than 30% of family businesses survive to the second generation, and funeral homes face compounding challenges: the owner's children often do not want to enter the profession, the business requires a licensed funeral director to operate (so it cannot be sold to just any buyer), and the valuation depends heavily on 'goodwill' -- personal relationships with the community that do not transfer to a new owner. Meanwhile, selling to a corporate consolidator like SCI means the owner's legacy becomes a brand shell with marked-up prices. The structural cause is that funeral homes are hyper-local, relationship-dependent businesses whose value is tied to the owner's personal reputation. Transfer taxes (gift and estate taxes) on the business can consume 40% or more of the valuation, making family transfer financially punishing. Many owners simply work until they physically cannot, then close the business, leaving their community without a local funeral provider.

Embalmers and mortuary technicians are routinely exposed to hepatitis B, hepatitis C, and HIV through needlesticks, cuts from bone fragments, and aerosolized blood during aspiration procedures. OSHA's bloodborne pathogens standard (29 CFR 1910.1030) applies to funeral homes, but compliance is inconsistent because most funeral homes lack the institutional infection control infrastructure that hospitals have -- no infection control officer, no incident reporting system, no post-exposure prophylaxis protocol on site. A PMC study found a critical 'lack of published studies focusing on the implementation and effectiveness of infection control policies for this occupational group,' meaning we do not even know the actual workplace infection rate for funeral workers. The structural reason is that funeral homes are classified as general industry, not healthcare, so they receive less OSHA scrutiny and their workers receive less comprehensive bloodborne pathogen training than hospital employees doing comparable work. Workers performing autopsied body preparation face the highest risk, as these cases involve the most invasive fluid contact.

Service Corporation International (SCI), the world's largest funeral company, owns 1,471 funeral homes and deliberately retains the original family names of homes it acquires. Families choosing 'Smith & Sons Funeral Home' believe they are supporting a local business, but they are actually paying SCI's prices -- which a Consumer Federation of America study found are 47-72% higher than comparable independent funeral homes. For funeral workers, this creates a toxic dynamic: they must maintain the fiction of a family-run operation while implementing corporate pricing, upselling packages, and meeting revenue targets that conflict with the compassionate service ethic that drew them to the profession. The structural reason this persists is that the FTC Funeral Rule requires price transparency but does not require disclosure of corporate ownership. Workers at SCI-owned homes report moral distress from charging grieving families premium prices for services that cost the corporation less due to economies of scale (shared staff, equipment, and vehicles across clustered locations).

More than 60% of licensed funeral directors nationwide are approaching retirement age, but mortuary science programs produce far fewer graduates than needed to replace them. The BLS projects about 5,800 annual openings for funeral service workers through 2034, but accredited mortuary science programs (approximately 60 nationwide) collectively graduate a fraction of that number. The structural cause is a compounding pipeline problem: the profession's social stigma, mandatory 2-4 year degree requirement, 1-3 year apprenticeship, modest starting salary (~$39,000), and grueling on-call hours make it unattractive compared to other careers requiring similar education. Meanwhile, the shift from family-run businesses to first-generation funeral directors means fewer young people grow up exposed to the profession. Some mortuary science programs, like those at Mid-America College, have closed or restructured. The result is a workforce cliff that will force consolidation of independent homes and reduce access to funeral services in rural communities.

Funeral directors routinely work two 24-hour on-call shifts per week on top of their regular 40-hour schedule, because deaths occur at all hours and families expect immediate body retrieval ('first call pickup'). A funeral director on call at 2 AM must drive to a home, hospital, or accident scene, transport the deceased, complete intake paperwork, and potentially begin preparation -- then report for a full workday the next morning. This is not occasional overtime; it is a structural feature of how funeral homes operate. The reason it persists is that most funeral homes are too small (1-3 licensed directors) to staff a dedicated overnight team, and hiring a removal service is seen as impersonal by families who expect 'their' funeral director. The result is chronic sleep deprivation, relationship strain, and burnout that accelerates turnover. 44.5% of funeral workers report discomfort attending personal social events because their on-call obligations make them unreliable, further isolating them socially.

In 24 U.S. states, you cannot obtain a funeral director license without also being licensed as an embalmer -- even though the national cremation rate has surpassed 60% and is projected to reach 82% by 2045. This means aspiring funeral directors must complete a full mortuary science degree (typically 2-4 years), including extensive coursework in embalming chemistry, restorative art, and cadaver practicum, to perform a skill most will use on a shrinking minority of cases. The structural reason this persists is regulatory capture: state funeral boards are dominated by incumbents who trained under the old model and view embalming as inseparable from professional identity. Georgia is only now considering SB 239 (2026) to separate the two licenses, joining 26 states that have already done so. For workers, the bundled requirement inflates the cost and time to enter the profession by 1-2 years, directly contributing to the staffing shortage at a time when 60% of funeral directors are nearing retirement.

Up to 28.5% of funeral professionals meet diagnostic criteria for PTSD -- compared to roughly 6% in the general population -- yet the death care industry has zero standardized mental health support infrastructure. Funeral directors handle traumatic deaths (children, suicides, decomposed remains, mass casualty events) as routine work, accumulating trauma exposure without clinical debriefing. When they do seek therapy, most general-practice therapists have no training in death care-specific psychological challenges, because compassion fatigue research has barely studied funeral professionals compared to first responders or healthcare workers. The structural reason this persists is that funeral homes are overwhelmingly small businesses (85% have fewer than 10 employees) with no HR department, no EAP program, and no budget line for mental health. The profession's culture of stoicism -- 'you chose this work, deal with it' -- compounds the problem. The result is that funeral directors self-medicate, burn out silently, and leave the profession, worsening the existing staffing crisis.

Embalmers are occupationally exposed to formaldehyde -- classified by the International Agency for Research on Cancer as a Group 1 known human carcinogen linked to nasopharyngeal cancer and leukemia -- every single working day. OSHA sets the permissible exposure limit at 0.75 ppm (8-hour TWA), but many funeral homes, especially older facilities with poor ventilation, routinely exceed this threshold during arterial embalming and cavity treatment. The reason this persists is that formaldehyde remains the industry-standard preservative because it is cheap, effective, and deeply embedded in mortuary science training curricula. Alternative chemicals exist but are more expensive, less proven for long-term preservation, and not yet accepted by state licensing boards that mandate embalming proficiency with formaldehyde-based fluids. The result: embalmers develop chronic respiratory problems, skin sensitization, and elevated cancer risk over a 20-30 year career, with no realistic way to avoid the exposure short of leaving the profession entirely.

Approximately 80% of dating apps share or sell user data to third-party advertisers and data brokers. This data includes sexual orientation, HIV status, drug use, political views, religious beliefs, and kink preferences, as documented by Mozilla's Privacy Not Included project and a 2025 Privacy Guides investigation into queer dating apps. Grindr was fined 65 million NOK (~$6.5M) by Norway's data protection authority for sharing user HIV status and sexual orientation with advertisers. This matters because dating app data is uniquely intimate: unlike browsing history or purchase data, it reveals information that can be used for blackmail, employment discrimination, or targeting in countries where homosexuality is criminalized. Users share this data expecting it stays between them and potential matches, not realizing it flows to dozens of third parties. The structural reason is that free and freemium dating apps depend on advertising revenue, and intimate preference data commands premium CPMs from advertisers because it enables hyper-targeted campaigns, creating a direct financial incentive to sell the most sensitive data users generate anywhere online.

TSB bank data from 2025-2026 shows that the average romance scam victim makes 11 separate payments over a 95-day period before discovering the fraud, losing an average of 7,500 GBP. Only 24% of victims ever recover all their money. Losses jump 37% year-over-year. The scam works because each individual payment is small enough to feel reasonable ('help me with a medical bill,' 'invest just $500 to start'), and the emotional bond built over three months makes the victim rationalize each request. This matters because banks and payment processors see these transactions individually and flag none of them, since each one looks like a normal person-to-person transfer. By the time the pattern is visible in aggregate, the money is gone and usually laundered through crypto. The structural reason is that no financial institution correlates a customer's transaction history with dating app activity, and romance scam payments look identical to legitimate transfers to a romantic partner, so there is no fraud signal until it is far too late.

McAfee Labs documented in early 2026 that fake AI dating bots on major platforms can send over 60 messages in a 12-hour period to a single user, even from accounts with no profile photo. These bots initiate romantic conversation, build emotional rapport at scale, and then pivot to scam scripts (crypto investment, gift card requests, or link-clicking for malware). Norton blocked over 17 million dating scam attacks in the last three months of 2025 alone, a 19% increase year-over-year. One in four Americans has encountered a fake profile or AI-generated bot. This matters because the sheer volume of bot interactions erodes trust in the entire dating ecosystem, making it impossible for genuine users to distinguish real people from scam operations, and platforms profit from inflated 'active user' counts that include bots. The structural reason is that dating apps lack real-time behavioral analysis that could flag inhuman messaging velocity, and bot accounts inflate engagement metrics that platforms report to advertisers and investors.

Dating apps that show distance to other users (Bumble, Tinder, Grindr, etc.) are vulnerable to trilateration attacks: an attacker spoofs their GPS to three different locations, records the reported distance to the target each time, and calculates the exact intersection point, revealing the target's home address to within a few meters. Check Point Research demonstrated this in 2024 on Bumble, and the vulnerability class has been known since at least 2014 on Grindr. Despite years of disclosure, many apps still return precise distance values rather than coarsened ranges. This matters because stalkers and abusers can locate someone's home without ever meeting them, using only the public distance feature and free GPS-spoofing tools. The structural reason is that precise distance is a core product feature ('she's 0.3 miles away') that drives engagement and matches; coarsening distance to safe ranges (e.g., 'within 5 miles') makes the product feel less magical and reduces match rates, so product teams resist the change.

Match Group screens users of its paid app Match.com against sex offender registries, but does not extend this screening to its free apps including Plenty of Fish, Tinder's free tier, and OkCupid. PlentyOfFish's terms of service explicitly state it 'does not conduct criminal background or identity verification checks on its users.' A congressional investigation found more than 150 instances of sexual assault involving dating apps, with approximately 10% involving users matched with dates who had previously been accused or convicted of sexual assault. Match Group's partnership with background check startup Garbo ended after only two years due to 'lack of commitment from digital partners.' This matters because the apps with the largest and most vulnerable user bases (free tiers attract younger, lower-income users) have zero screening, while the premium paid app does. The structural reason is that screening costs money per user, free apps are monetized through volume and ad revenue, and adding friction to free signups reduces the user counts that dating companies report to investors.

When dating app users exchange intimate photos and are subsequently blackmailed, approximately 98% never report it to law enforcement or platform administrators. In a 2025 study, 62.7% of surveyed dating app users had been sextorted by another user, and 25.5% experienced failed attempts. Men are the overwhelming majority of victims (roughly 9:1 ratio over women in one study), yet male sextortion is almost never discussed in dating safety campaigns. One in seven victims are driven to self-harm. The average financial loss is $2,400, but payments never stop the threats. This matters because the near-total lack of reporting means platforms and law enforcement have no data to build detection systems, and victims suffer alone. The structural reason is shame: victims feel responsible for having shared intimate images, the social stigma of being extorted is severe, and there is no anonymous, standardized reporting mechanism built into dating apps that separates sextortion reports from general abuse reports.

Pig butchering scams begin with a romantic connection on a dating app, then move to WhatsApp or Telegram where the scammer gradually introduces a 'great investment opportunity' in cryptocurrency. The victim is directed to a fake trading platform showing fabricated gains, encouraged to invest more, and eventually cannot withdraw funds. In 2025, global losses to pig butchering and related crypto investment scams exceeded $17 billion. AI-enabled operations extracted 4.5x more money per operation than traditional scams. This matters because unlike a one-time theft, victims willingly send money repeatedly over weeks or months, often draining retirement savings and taking out loans, because they believe they are both in a relationship and making smart investments. The structural reason this persists is that dating apps have no mechanism to detect when a conversation moves off-platform, and cryptocurrency transactions are irreversible and difficult to trace, creating a perfect extraction pipeline with no chargeback protection.

The standard safety advice for online daters has long been 'do a video call before meeting in person to confirm they are who they say they are.' As of 2025-2026, scammers can appear on live video calls using completely fabricated faces generated in real-time by AI deepfake tools. In a Barclays 2026 study, 44% of respondents said they could not confidently detect voice cloning, and 41% could not detect fake video. Only 46% of people correctly identified AI-generated photos in testing. This matters because the single most trusted verification method that ordinary people rely on (seeing someone's face on video) is now compromised, and there is no consumer-accessible tool to detect live deepfakes during a call. The structural reason is that deepfake generation technology is widely available and cheap, while deepfake detection technology requires specialized infrastructure that no dating app or consumer video tool currently integrates.

Since 2019, Match Group has operated an internal database called Sentinel that records every user reported for rape and sexual assault across its entire suite of dating apps. By 2022, Sentinel was collecting hundreds of troubling incidents every week. Yet this database has never been shared with law enforcement, and Match Group has never released the transparency report it promised in 2020. This matters because law enforcement investigating serial predators who use dating apps have no way to know that a suspect has been reported by multiple victims across multiple Match Group platforms. Victims report to the app, the app logs it in Sentinel, and nothing happens externally. The structural reason this persists is that disclosing the scope of violence occurring on the platform would expose Match Group to massive liability and regulatory scrutiny, so the data stays locked in an internal system with no external accountability mechanism.

When a user is banned from a Match Group dating app (Tinder, Hinge, OkCupid, Plenty of Fish) for sexual assault reports, they can immediately create a new account using the exact same name, birthday, and profile photos. The Dating Apps Reporting Project confirmed this in December 2025 testing across Hinge, Plenty of Fish, and OkCupid. This matters because it makes the entire report-and-ban system theater: victims who summon the courage to report an assailant are given the false impression that the person has been removed, while the abuser is back on the platform within minutes, finding new targets. The structural reason this persists is that dating apps have no cross-platform identity verification or biometric deduplication. Match Group owns 45+ apps but does not share ban lists with enforceable identity checks across them, because robust identity verification adds friction that reduces signups, and signups are the core growth metric that drives their stock price.

A review of 12,599 veterans with lower limb amputation found that only 55% received rehabilitation services after surgery. Among those who do receive rehabilitation, most do not progress beyond the level of function achieved at discharge from their initial acute stay. This means nearly half of all amputees are sent home after surgery without structured physical therapy to learn to use a prosthesis, manage their residual limb, or rebuild strength. Those who do get rehab often plateau at a basic level because their first round of therapy is too short and sets low goals. This matters because the window for successful prosthetic rehabilitation is time-sensitive: muscle atrophy, joint contractures, and deconditioning set in rapidly, and the longer an amputee goes without structured rehab, the less likely they are to ever achieve functional prosthetic use. The problem persists because hospital discharge planning is driven by insurance authorization and bed availability, not by rehabilitation readiness. Acute rehabilitation facilities are scarce, referral pathways are inconsistent, and there is no standardized post-amputation care pathway in the U.S. that mandates rehabilitation. Outpatient PT clinics often lack prosthetist-therapist coordination, so patients fall through the gap between surgical care and prosthetic fitting.

Certified prosthetists are geographically concentrated in metropolitan areas, leaving rural and remote amputees without local access to the specialist who fabricates, fits, and maintains their prosthetic limbs. When a socket cracks, a component fails, or a refit is needed, rural patients must travel hours each way to the nearest clinic -- often multiple times for casting, fitting, and adjustment visits. This travel burden falls disproportionately on elderly amputees (the majority of lower-limb amputations are due to diabetes and vascular disease in older adults) who may not drive and lack accessible transportation. This matters because delayed prosthetic repairs mean days or weeks without mobility, increasing fall risk, muscle deconditioning, and social isolation. The problem persists because prosthetist training requires a master's degree plus a residency, creating a narrow pipeline. Telehealth for prosthetics is nascent -- you cannot remotely cast a socket or adjust alignment. There is no economic incentive for prosthetists to practice in low-population areas where patient volume cannot sustain a clinic.

The vast majority of everyday prosthetic legs are not waterproof. Electronic components (microprocessor knees, powered ankles), metal joints, and socket liners degrade when exposed to water, soap, and humidity. This means that showering -- a basic daily activity -- becomes a significant fall risk and logistical challenge for millions of amputees. Users must either remove their prosthesis and hop or use a shower chair (risking falls on wet surfaces), or purchase a separate dedicated 'shower leg' that costs thousands of dollars and is often not covered by insurance. Swimming, water sports, and even walking in rain require yet another specialized waterproof prosthesis. This matters because water exposure is unavoidable in daily life, and the inability to safely shower independently is a profound loss of dignity and autonomy. The problem persists because prosthetic component manufacturers prioritize walking performance and durability on dry land. Waterproofing adds cost, weight, and design complexity. Since insurance typically covers only one prosthesis at a time, the cost of a second water-safe device falls entirely on the patient.

Mental health assessments reveal a 67% prevalence of depression among amputees, with 60% experiencing severe depression -- over 13 times the 5% rate in the general population. Anxiety affects a third of amputees. Yet psychological support evaporates after the acute phase: while 83% of traumatic amputation patients receive initial psychiatric treatment in hospital, only 10% continue treatment two years later. Most amputee rehabilitation programs have no obligatory psychological component. This matters because untreated depression directly undermines physical rehabilitation: depressed patients are less likely to wear their prosthesis, attend physical therapy, or engage in the effortful process of learning to walk or use a prosthetic hand again. The result is a vicious cycle where limb loss causes depression, depression prevents rehabilitation, and failed rehabilitation deepens depression. The problem persists because prosthetic rehabilitation is siloed: prosthetists handle the device, physical therapists handle gait, and mental health is nobody's explicit responsibility. Insurance reimburses prosthetic fittings and PT sessions but rarely covers ongoing psychological counseling specific to limb loss adjustment.

Despite billions invested in upper-limb prosthetic R&D -- from myoelectric hands to pattern-recognition control systems -- abandonment rates remain stubbornly above 44%, with some studies reporting 50%+. The most common reason (81% of cases) is limited functionality: the prosthesis cannot perform the everyday tasks the user needs. Myoelectric hands require intense concentration to control, overheat the residual limb, weigh significantly more than a natural hand, and break frequently. Users report that the cognitive burden of operating the device outweighs its utility -- it is faster and easier to do tasks one-handed. This matters because each abandoned device represents $40,000-$100,000 of wasted healthcare spending, months of rehabilitation time, and a patient who gave up on a tool that was supposed to restore independence. The problem persists because prosthetic hand design optimizes for engineering metrics (grip force, degrees of freedom) rather than user-centered metrics (cognitive load, thermal comfort, task completion speed). The feedback loop between user experience and product design is broken: prosthetists fit devices, but manufacturers rarely observe how patients actually use (or stop using) them in daily life.

Children with limb differences need their prosthetics replaced every 12-18 months due to growth, and the replacement cadence is even faster for children under 5 (annually) and infants (every 6 months). Each replacement costs $5,000-$50,000+ depending on complexity, and advanced myoelectric hands for children can exceed $70,000. Insurance policies frequently limit replacement frequency to once every 3-5 years, creating a direct collision between biological reality (children grow) and coverage policy (replacement caps). Parents face impossible choices: pay out of pocket, let children use painful ill-fitting devices, or go without. This matters because early prosthetic use is critical for neural development, bilateral coordination, and psychosocial integration -- delays during childhood have permanent developmental consequences. The problem persists because prosthetics are designed as static, adult-sized products. Growth-accommodating modular designs with telescoping components exist but are not widely available or covered by insurance. The pediatric amputee population is small, so manufacturers have weak economic incentives to invest in child-specific R&D.

Phantom limb pain -- the perception of pain in a limb that no longer exists -- affects approximately 64% of amputees, with some studies reporting lifetime prevalence as high as 87%. Despite this staggering prevalence, there is no standardized treatment protocol. A 2021 expert Delphi study could only reach consensus on seven treatments (mirror therapy, graded motor imagery, CBT, VR training, sensory discrimination, amitriptyline, and functional prosthesis use), and the evidence base for each remains weak. Clinicians resort to polypragmatic drug cocktails -- gabapentin, opioids, antidepressants -- prescribed through trial and error. This matters because phantom pain is not a minor annoyance: it causes chronic suffering, sleep disruption, and disability that compounds the already devastating impact of limb loss. The problem persists because the underlying neuroscience is poorly understood -- phantom pain involves maladaptive cortical reorganization that current imaging and treatment tools cannot precisely target. Funding for pain research is fragmented, and amputees are a small enough population that pharmaceutical companies have little incentive to run large-scale trials.

Private health insurers in the United States routinely deny coverage for prosthetic limbs -- particularly microprocessor-controlled knees and myoelectric hands -- by classifying them as 'not medically necessary' or 'experimental,' even though these devices have been in clinical use for over 20 years. The majority of upper limb prosthetic claims are denied, appealed, and denied again. A GAO report found that only 30% of Medicare beneficiaries who lost a limb in 2016 received a prosthesis within three years. This matters because a prosthetic leg costs $50,000+ and a myoelectric arm costs $40,000-$100,000 -- prices that are catastrophic out of pocket. Without coverage, amputees are confined to wheelchairs or basic devices that severely limit function and independence. The problem persists because over half of Americans with private insurance are in self-funded employer plans exempt from state insurance fairness laws, creating a regulatory gap. Insurers face no penalty for denials because the appeal process is slow, opaque, and stacked against patients who lack legal resources.

Prosthetic liners -- the silicone or gel sleeves worn between the residual limb and the socket -- trap heat and moisture against the skin for 12-16 hours a day. This creates a warm, humid, occluded microenvironment that causes contact dermatitis, folliculitis, fungal infections, maceration, and pressure ulcers. Approximately 75% of lower-extremity amputees who use prostheses experience dermatologic problems. These skin conditions force amputees to stop wearing their prosthesis for days or weeks while wounds heal, which means they lose mobility, miss work, and regress physically. The problem persists because liner materials are designed for mechanical cushioning and suspension, not for skin health. There is almost no collaboration between prosthetists and dermatologists: skin problems are treated reactively after breakdown occurs rather than prevented through material science or monitoring. No commercial liner currently provides real-time moisture sensing, active ventilation, or antimicrobial surface properties at scale.