1,000 True Fans
“A direct, repeatable relationship with an audience tends to outlast any single piece of content.”
Source library
Every episode is built from a verified source ledger before recording. This library lists the studies, books, and reports behind the claims.
“A direct, repeatable relationship with an audience tends to outlast any single piece of content.”
“Feeling one has already acted rightly can reduce subsequent moral action.”
“Buyers tend to consider a small set of familiar options, so a better option is often never compared.”
“The mere exposure effect is real but bounded, with saturation and wear-out at higher exposure levels”
“Humans perform close to chance level at distinguishing AI generated media from human created media across image, text, and audio”
“Unpredictable-reward machine design sustains player engagement, grounding the slot-machine comparison as a design pattern.”
“As reach gets cheaper, the durable advantage shifts toward owning the customer relationship and default placement.”
“Acknowledgment of responsibility and offer of repair are the highest-weighted apology components, and more complete apologies are rated more effective”
“Turning a metric into a target tied to consequences invites distortion of the behavior it measures”
“Repeated exposure tends to increase liking for initially neutral stimuli”
“Defensiveness is associated with lower-quality apologies”
“Participants used phones a mean of about 85 times per day, mostly in bursts under 30 seconds, while estimating roughly half that; frequency estimates did not correlate with logged use.”
“Difficult cancellation is a documented, recognized pattern.”
“BNPL access is associated with higher total spending and a higher retail share, which the authors attribute to a liquidity flypaper effect.”
“Typical pay-in-four divides a purchase into four equal interest-free installments, the first at checkout and the rest every two weeks.”
“Major industry players are building cryptographically signed provenance standards as a response to unreliable surface trust cues”
“Across two experiments, directing readers' attention to another person's perspective did not diminish egocentric projection; the study also replicated earlier illusory transparency of intention and egocentric anchoring-and-adjustment findings.”
“Conceptual argument that e-mail characteristics make emotional miscommunication likely and that receivers often interpret work e-mails as more negative or more neutral than intended.”
“A specific, large-scale, regulator-confirmed case where a sales-volume incentive encouraged unauthorized account openings”
“Changes in shared social contexts drive relationship discontinuation, and network membership changes considerably over seven years while network size stays roughly stable”
“Corroborates the scale and structure of scam-compound operations from a separate official body”
“Commitment devices include soft commitments whose consequences are psychological rather than financial.”
“Switching costs are a real and well-studied economic force: once a consumer has invested in one provider, the cost of moving to another can hold them in place and give the incumbent pricing power.”
“People exposed to dripped surcharges were more likely to end up with the higher-total option even after seeing the total and being offered a restart; few restarted; drivers were perceived search cost, self-justification, and belief that all firms charge similar fees; non-restarters estimated about 5.5 minutes to restart versus about 1.25 minutes actual and underestimated savings. Escalation-of-commitment evidence was mixed.”
“In a self-report survey, consumers initially estimated about 86 dollars per month in subscriptions and reported about 219 dollars when prompted category by category.”
“Social media as a contact method and harder-to-reverse payment methods have risen together across top scam categories”
“Switching costs and network effects can bind customers to a vendor, and the resulting lock-in is a general and widely documented feature of markets rather than a niche case.”
“Economists formally model the personal data a consumer accumulates inside a service as itself a source of switching cost, and show that even portability rules intended to lower that cost can have unintended effects.”
“Convincing synthetic media erodes trust in real content too, not just spreads fake content, via the liar's dividend mechanism”
“Default tip suggestions on taxi payment screens had a large effect on tip amounts, and higher suggested amounts led a larger share of riders to leave no credit-card tip.”
“A visible tablet receipt did not lead participants to tip more at the counter; some tipped less.”
“A brief deliberate pause and reflection prompt before an app opens led users to abandon roughly a third of app openings across six weeks, with attempted openings also declining.”
“Larger language models tend to repeat back a user's preferred answer, and more RLHF made some behaviors worse.”
“Dividing a price into a base price and mandatory surcharge can lower recalled total cost and raise demand.”
“Default settings strongly shape whether people continue or opt out.”
“Confidence in judging AI generated text does not track actual accuracy, even among experienced evaluators”
“Venting anger does not reliably reduce it and can increase anger and aggression.”
“People with present bias, especially those naive about it, tend to postpone tasks that carry immediate costs, often repeatedly.”
“In experimental markets, sellers competed only on base prices and set the maximum drip; few buyers invested in checking drip prices; consumer surplus was lower under drip pricing.”
“Defines drip pricing as advertising part of a price and revealing additional charges later; concludes that separating mandatory fees without first disclosing the total likely harms consumers by raising search and cognitive costs.”
“Ease of processing is experienced as positive affect, linking familiarity to liking”
“Processing fluency is the mechanism linking repetition to perceived truth”
“Senders overestimated how well recipients would understand intended tone over e-mail; overconfidence was greater over e-mail than voice; in Study 4 reading messages aloud in a tone opposite to the intended one eliminated sender overconfidence; Study 3 found no effect of friend versus stranger.”
“When Reddit conflict posts were paired with flipped versions from the other side, models affirmed whichever side was presented in 48 percent of cases; preferred responses in preference datasets scored higher on validation.”
“What people end up liking is partly self-fulfilling when visibility signals are manipulated”
“A service contract costs extra, is separate from the included warranty, may duplicate it, and should be compared on costs, coverage limits, and claims process”
“The entry and exit friction asymmetry is real enough to prompt rulemaking.”
“The FTC rule took effect May 12, 2025 and requires live-event ticket and short-term lodging sellers to clearly and prominently disclose the total price including mandatory fees.”
“Defines pig butchering as relationship-building followed by fraudulent crypto investment, and links operations to labor trafficking”
“Repeated statements are rated as more valid than new statements”
“Imposter scams were the most reported fraud category in 2025, with about 3.5 billion dollars in reported losses and nearly one in three fraud reports.”
“Audiences already report trusting human produced news more than AI produced news”
“People who were ghosted described stages beginning with surprise and confusion, followed by anger, sadness, and guilt, attempts at repair, and acceptance.”
“Avoiding a difficult or emotional conversation (convenience) is a reported reason for ghosting, and safety is a distinct reported reason.”
“The fake page asks for bank or card info; check with the tolling agency using a phone number or website you know is real, not the info in the text.”
“Much smartphone use consists of brief, repetitive checking habits that emerge and are reinforced by quickly accessible informational rewards.”
“Heavier lifetime GPS use was associated with weaker spatial memory and hippocampus-dependent navigation strategies, and in a small longitudinal follow-up more GPS use was associated with steeper decline.”
“The same family-emergency scam runs over ordinary SMS with no cloned voice, relying on kindness, distraction and time principles; researchers documented over 577,000 pounds requested across 711 scammer interactions and 582 mule accounts in three months.”
“Recommenders trained on behavior they influenced can create feedback loops that homogenize user behavior”
“Brands tend to grow through mental and physical availability, often more than through differentiation.”
“Consumers greatly overestimate the likelihood and cost of breakdown; expected emotional benefit was the best predictor of purchase and willingness to pay; purchase depended on magnitude of consequence more than probability”
“Search-result text states that its first study found no indication that people perceive text messages more negatively than the sender intended, which challenges the assumption that text is typically read as more negative.”
“Atomic Habits frames each repeated action as a vote for a desired identity”
“Identity-congruent action feels more natural; salient identity is context-sensitive, not fixed”
“People underestimate how likely others are to agree to direct requests for help”
“Crowd and peer cues function as a credibility shortcut and can be manufactured rather than earned”
“A deployed AI system experienced a real handoff and context-loss failure, and the fix involved assigning explicit ownership of the handoff via context summaries”
“Prior knowledge does not fully eliminate the fluency-based truth rating”
“Doing a favor increases liking for the person helped (Ben Franklin effect)”
“Susceptibility correlates with situational and behavioral factors rather than simple demographic stereotypes”
“The underestimation-of-compliance effect held across many studies”
“In Social Security impostor scam complaints, victims' trust and emotion language and exposure to authority/scarcity tactics predicted victimization”
“Loss aversion appeared across knowledge and experience levels in large samples, with moderators such as domain knowledge and age.”
“Low-cost online expression of outrage can change what the expression accomplishes.”
“Certainty and urgency to closure tend to end further inquiry.”
“Social media is the costliest scam contact method reported in 2025, with losses up roughly eightfold since 2020”
“In about 45,000 electronics transactions plans averaged 24 percent of product price; buyers treated a 5 percent failure rate as roughly 13 percent; median willingness to pay fell from $50 to $25 when an expert failure estimate was shown”
“Acknowledgment of the offense understood from the victim's perspective is the indispensable core of a genuine apology”
“Intact logged streaks increase subsequent engagement relative to broken ones, independent of actual past behavior, because people treat maintaining a logged streak as a goal in itself; the effect is stronger with self-attributed breaks and weaker when streaks can be repaired.”
“Rewarding a measurable proxy while hoping for a different real goal predictably shapes behavior toward the proxy”
“A substantial share of scam-account operators are reported to be trafficking victims forced to run these schemes”
“Federal law enforcement treats pig butchering as a large-scale, organized threat”
“Writers' and readers' confidence in interpreting affect in e-mail was high but somewhat unwarranted given accuracy; writers were more confident that friends would interpret correctly, yet friends were no more accurate than strangers.”
“No-action defaults work through effort, implied endorsement, and reference dependence; the default becomes the reference point against which alternatives are judged.”
“Recurring payment can persist past the point of value; inertia sustains it.”
“Framing a cost as small repeated amounts tends to bring small expenses to mind as the comparison and makes the transaction seem more acceptable; aggregate framing brings large infrequent expenses to mind.”
“People tend to estimate others' perspectives by starting from their own and adjusting, and the adjustment tends to be insufficient; egocentric biases increased under time pressure and decreased with accuracy incentives.”
“iMessage disables links from unknown senders; fake toll and USPS texts ask recipients to reply Y, which re-enables the links and turns off that protection for the text.”
“Preference amplification is a named, studied dynamic in recommender systems research”
“In a large StubHub field experiment, showing fees upfront reduced purchases and spending; late fee display was associated with consumers spending more and choosing higher-priced tickets.”
“The illusory truth effect applies to fake news headlines in online contexts”
“Participants felt more negatively toward tip screens than tip jars; in the between-subjects design neither the tip screen nor a visible barista independently increased tip size.”
“In risky choice, the value function is generally steeper for losses than for gains.”
“Compared with explicit rejection, ghosting was associated with stronger feelings of exclusion, more uncertainty, and more perceived unfairness, while anger, sadness, and pain did not differ significantly.”
“The reach-out underestimation effect replicated independently with a modest effect size, original d 0.32 and replication d 0.25 with N 742”
“Caller ID information can be falsified, and the FCC advises hanging up and calling back using a number verifiable on a bill, an account statement or an official website.”
“Official FTC guidance is to not trust the voice, to call the person back and verify the story, and to use a phone number you know is theirs, or to reach them through another family member or friend.”
“Rewards delivered on unpredictable schedules tend to produce frequent, persistent behavior.”
“People partly infer their own attitudes and self-concept by observing their own behavior”
“Handoff and communication failures are a long-documented, serious source of error in human-team coordination”
“Add-ons are modeled as separate, often high-priced products that some consumers do not consider when buying the base good; shrouding persists in competitive markets”
“Seeking advice can increase how competent the asker appears to the person asked”
“Over 2,000 complaints since early March 2024; toll texts use almost identical language, a small outstanding amount, a larger late-fee threat, and links built to impersonate the state toll service name.”
“Physical proximity and structural circumstance strongly shape who becomes friends”
“In a large newspaper subscription experiment, subscribers on automatic renewal were far more likely to still be subscribed after the promotional period than those on automatic cancellation, and participants anticipated only a small fraction of their own future inaction. A meaningful minority avoided auto-renewal offers, indicating partial self-awareness.”
“Across experiments and real health-plan and retirement-plan data, people disproportionately stay with the status quo option.”
“OpenAI rolled back a GPT-4o update it described as overly supportive but disingenuous, saying it focused too much on short-term feedback.”
“Press reports state the published version found models affirmed users about 49 percent more often than humans across 11 models with about 2,405 participants.”
“Across 11 state-of-the-art models, AI affirmed users' actions about 50 percent more than humans did; users rated sycophantic responses higher and trusted them more.”
“Grooming-based persuasion is a consistently observed pattern across many independent studies”
“State-of-the-art agents succeed on under half of realistic multi-step tasks and are inconsistent across repeated trials”
“The AI industry is formally categorizing agentic-system failure modes based on deployed-system red-teaming”
“Friendships, unlike kin ties, decline in emotional closeness without ongoing contact and shared activity”
“Demand and profits in the extended warranty market are driven by consumers overestimating failure probability rather than risk aversion or seller market power; failure-rate information significantly reduces willingness to pay”
“Small-amount price framing has limits and can stop helping at larger per-period amounts.”
“Measurement can increase how much people do while reducing enjoyment by undermining intrinsic motivation, which can reduce continued engagement.”
“People overestimate how visible their internal states are to others”
“A victim-focused apology raised perceived remorse, empathy, and trust, which increased forgiveness, relative to an offender-focused apology”
“People systematically underestimate how much others like them after interacting, apparently due to focus on their own self-critical thoughts”
“The generality of loss aversion is disputed; the authors argue evidence does not show losses are generally more impactful than gains.”
“A token expressive act can substitute for later, more meaningful action.”
“Comprehensive apologies increase forgiveness and reduce blame and anger, and perceived threat to self-image is a barrier that pushes people toward defensive, self-focused responses”
“The sunk cost effect is a greater tendency to continue an endeavor once money, effort, or time has been invested, driven by a desire not to appear wasteful.”
“Paying often carries an immediate discomfort, the pain of paying, distinct from the economic cost.”
“Identity and physical activity participation are linked across multiple studies”
“Grooming follows a deliberate staged persuasion sequence rather than incidental conversation”
“Habitual emotional suppression is associated with lower social support and closeness”
“People who initiate contact underestimate how much recipients appreciate being reached out to, especially when the contact is unexpected and after a gap”
“The truth effect is robust and replicable across many study conditions”
“This pattern of metric distortion recurs across sectors beyond finance”
“Independent case analysis corroborates the incentive-design explanation”
“Fraud susceptibility is associated with reliance on fast, intuitive decision-making rather than general intelligence”
“Fake delivery texts were the most reported text scam in 2024; many people paid a small redelivery fee that was a trick to get card or Social Security numbers; toll text scammers are after card and Social Security numbers; contact the company using a number or website you know is real.”
“Five AI assistants showed sycophancy; responses matching a user's views were more likely to be preferred, and humans and preference models sometimes preferred convincing sycophantic responses over correct ones.”
“People operate from a truth-default and shift out of it only when a trigger event prompts reassessment.”
“Closest ties are fairly stable year to year, roughly 1 to 4 percent annual change among top contacts, with turnover concentrated in younger adults and around major life transitions such as family formation between ages 25 and 35”
“Time pressure shifts people toward a faster, less reasoning-heavy decision strategy, and this Time Principle is a designed element of scams alongside the Deception Principle.”
“People writing thank-you notes overestimated how awkward recipients would feel and underestimated how positively the notes would be received.”
“Participants were most suspicious of phishing emails with a large 5000 dollar amount versus 5 or 50 dollars, and more suspicious of gain-framed than loss-framed emails; urgency did not significantly predict suspicion for phishing emails.”
“Listeners identified deepfake speech correctly about 73 percent of the time, and prior familiarization training improved accuracy by under four percentage points, with comparable results in English and Mandarin.”
“Across 58 studies, preselected options were chosen more often on average, with substantial variation including null and negative results; consumer-domain defaults tended to be more effective, and defaults read as endorsement or status quo worked better.”
“People who ghosted reported less distress than people who ended things directly, and recipients reported more distress and negative affect than disengagers.”
“Shoppers who discovered an unadvertised discount were more likely to spend the savings on a service contract; lower-income and hedonic-product buyers were more likely to purchase plans”
“Multi-agent failures cluster into named recurring categories, including inter-agent misalignment”
“Plans averaged about $126 for large and $21 for small appliances with repairs costing about $26 more without a plan; some plans duplicate manufacturer coverage; exclusions such as accidental damage are common; smartphones are a rare case where a plan may make sense”
“Exercise identity gains during an RCT predicted behavior maintenance at follow-up”
“Superior distribution can build a business even without product differentiation; poor distribution is a common cause of failure.”