The Millionaire Next Door

1. Wealth Doesn't Look Like Wealth
Main idea: Most people assume millionaires display their status through expensive clothes, watches, and cars, but real millionaires typically live modestly, and the flashy "millionaire" is often a high-earning spender with little net worth.
Supporting evidence: "These people cannot be millionaires! They don't look like millionaires, they don't dress like millionaires, they don't eat like millionaires, they don't act like millionaires-they don't even have millionaire names."
Significance: This overturns the popular image of the rich and sets up the book's central argument that visible consumption and actual wealth are different things, and often opposites.

2. Wealth Is Built Through Frugality, Saving, and Hard Work, Not Inheritance or Income Alone
Main idea: The typical millionaire is a first-generation affluent, often self-employed in an unglamorous business, who works long hours, lives below his means, and invests a large share of his income. The authors conclude that wealth takes discipline and trade-offs rather than luck or status spending.
Supporting evidence: "We live well below our means. We wear inexpensive suits and drive American-made cars. Only a minority of us drive the current-model-year automobile."
Significance: This is the book's core prescription. It frames the seven characteristics as learnable behaviors, so readers can develop them in themselves instead of treating wealth as a matter of birth.

3. The Research Base Gives the Portrait Its Authority
Main idea: The authors ground their claims in two decades of studies, including interviews with over five hundred millionaires, surveys of more than eleven thousand high-net-worth or high-income respondents, and a 249-question survey. The result is a statistical profile of the typical millionaire rather than anecdote.
Supporting evidence: "Our household's total annual realized (taxable) income is $131,000 (median, or 50th percentile), while our average income is $247,000."
Significance: The data-driven profile (median net worth, occupations, savings rates, home ownership) is what lets the book challenge stereotypes credibly, and it gives later chapters measurable benchmarks for comparing wealth builders with big spenders.

1. Writing style and flow: Fix the garbled opening and the stacked statistics in the portrait
The issue: The excerpt opens with a list containing an obvious error, "Their parents did not provide economic outpatient care" (surely "outpatient" for "outpatient care" is a slip for "economic outpatient care"), and the portrait section piles up figures in a rapid, loosely ordered run: "Our household's total annual realized (taxable) income is $131,000 (median, or 50th percentile), while our average income is $247,000." It then jumps to "On average, our total annual realized income is less than 7 percent of our wealth," and later to "we invest nearly 20 percent of our household realized income."

Why it matters: A reader who meets a nonsensical phrase in the first lines loses trust in the precision the book promises. The statistics read as a checklist rather than a profile, with median and average, income and wealth, and saving and investing mixed together so the reader must sort them out alone.

How to implement: Correct or reword the opening phrase (for example, "Their parents did not provide economic outpatient care" becomes "did not give them ongoing financial support"). Then regroup the portrait under short labels (work, income, net worth, spending, education, investing). Define "realized income" once, state each median/average pair in a single consistent sentence pattern, and keep each paragraph to one theme.

2. Storytelling and impact: Let the trust officer and the Texan carry the portrait instead of ending on a list
The issue: The opening anecdotes are the strongest material: "They don't look like millionaires, they don't dress like millionaires... they don't even have millionaire names," and the Texan's "I don't own big hats, but I have a lot of cattle." The portrait that follows drops people for bullet-like facts, with the first-person "I am a fifty-seven-year-old male" quickly losing its voice into "We are welding contractors, auctioneers, rice farmers... pest controllers." It closes on a flat claim, "But we make our own investment decisions."

Why it matters: The emotional payoff of the anecdotes, the reversal of expectations, is not carried forward. The ventriloquized "we" feels contrived, and the strongest details (the dull-normal businesses, the wives as budgeters) are buried among numbers.

How to implement: Either commit to the "we" voice with concrete, vivid touches, or switch to third person and bring in one more short named-type vignette, such as the pest controller or paving contractor, with a quoted line about how he lives. Place the telling contrasts (the $5,000 watch against "never spent even one-tenth of $5,000") near the portrait's close, and end on an image, not a statistic.

3. Literary and analytical criteria: Reconcile the tensions in the evidence and qualify the causal claims
The issue: The text asserts strong conclusions on thin or internally tense support. "Could it be that they have chosen to trade wealth for acquiring high-status material possessions?" is left as a rhetorical question. The claim "Thus, those of us with a net worth of $1.6 million could live comfortably for more than twelve years" does not follow from "ten or more years" without stated assumptions. "Most of us (97 percent) are homeowners... we have enjoyed significant increases in the value of our homes" and "We live well below our means" sit beside a $320,000 average home with no discussion of how that squares with frugality. The research section also claims "No other study has focused on the key factors that explain how people become wealthy in one generation" on the strength of "more than one thousand" respondents.

Why it matters: Readers who are skeptical will see correlation presented as cause, unexplained arithmetic, and superlatives resting on an unspecified sample, which weakens the book's central argument that frugality and discipline produce wealth.

How to implement: Show the calculation behind the twelve-year figure (for example, spending as a share of net worth). Add a sentence acknowledging that survival bias and housing appreciation also contribute, and answer the neighbor question with the data rather than a question. Soften "most comprehensive ever" to specific, verifiable terms (sample size, years of study, interview count), and point to Appendix 1 for how respondents were targeted.

1. Wealth is defined by accumulation relative to income and age, not by displayed consumption
Main idea: The authors define "wealthy" by net worth and by how much one has accumulated compared with an expected level for one's income and age, using the rule of thumb of age times income divided by ten. High earners who spend heavily (Dr. Ashton, Mr. Ford) are under accumulators, while modest earners who save (Mr. Bobbins, "Bubba" Richards) are wealthy.
Supporting evidence: "Multiply your age times your realized pretax annual household income from all sources except inheritances. Divide by ten. This, less any inherited wealth, is what your net worth should be."
Significance: This definition is the book's analytical foundation. It lets the authors sort PAWs from UAWs and shows that income does not equal wealth, which sets up every later argument about lifestyle and habits.

2. Most millionaires are self-made, and wealth depends on one's own habits rather than ancestry or inheritance
Main idea: Most millionaires are first-generation rich who received little or no inheritance. Ancestry and early arrival matter less than entrepreneurship, thrift, and independence, as the Scottish and Russian examples show. Even successful immigrants like Victor often undermine this by steering their children toward high-consumption, high-status lives.
Supporting evidence: "More than half never received as much as $1 in inheritance."
Significance: This dismantles the myth that wealth is a matter of birth. It tells readers that millionaire status is attainable in one generation, and it prepares the discussion of intergenerational transfers and of how affluent parents shape their children's economic outcomes.

3. Frugality, budgeting, and planning ("great defense") are the foundation of wealth building
Main idea: Typical millionaires live well below their means, buying modest suits, shoes, watches, and cars, while the popular press promotes lavish spending as the norm. They build wealth through budgeting, tracking expenses, setting goals, and investing time in financial planning, often with an even more frugal spouse, as in the case of Mrs. Rule.
Supporting evidence: "The foundation stone of wealth accumulation is defense, and this defense should be anchored by budgeting and planning."
Significance: This is the chapter's central thesis and the book's organizing principle. It explains why many high earners stay non-affluent and why many ordinary earners become wealthy, and it makes wealth a matter of controllable behavior rather than luck or income.

1. Writing style and flow: Tame the rhetorical-question barrage and the abrupt transitions
The issue: Paragraphs often advance through strings of questions the author immediately answers, such as "How can one explain the economic productivity of Russian Americans? In general, most American millionaires are manager-owners of businesses." Elsewhere the text jumps without a bridge: the opening runs from "I am my favorite charity" straight into "'WEALTHY' DEFINED," and the Mrs. Rule section drifts from her defense to jogging to Mr. Willis's Wal-Mart shares with no signposting.
Why it matters: The question-and-answer tic becomes mechanical, and it gives the prose a lecture-hall cadence that slows the argument. The abrupt shifts force readers to rebuild the logic themselves, so they lose track of how each anecdote supports the thesis.

How to implement: Turn most rhetorical questions into direct statements ("Russian Americans are disproportionately manager-owners of businesses, which explains their productivity"), and keep questions only at genuine turning points. Add one-sentence transitions at section breaks that state what the next section proves, for example: "Mrs. Rule shows how defense works in practice; the next examples show what happens when it is missing."

2. Storytelling and impact: Replace the invented "typical millionaire" scenes with sourced, specific voices
The issue: The most vivid scenes are hypothetical or composite. The Johnny Lucas "TV program" is introduced with "We predict that our prototypical millionaire would say: The most I ever spent ... was $399." Mrs. Rule is "the typical American self-made millionaire." Yet the opening's quoted millionaire ("I am my favorite charity") and Mr. Bud's "free and BUDWEISER!" are the lines that land, because they read as real.
Why it matters: Putting invented speech in the mouth of a figure labeled "typical" blurs the line between data and illustration. A skeptical reader may suspect the narrative is built to fit the thesis. It also leaves the book's strongest emotional pull, the contrast between frugal builders and status spenders, resting on stagecraft rather than evidence.

How to implement: Label composites plainly at first mention ("a composite drawn from our interviews") or replace them with named, real interview excerpts, as with Mr. Clark and the auctioneer who watched the woman crying in her yard. Keep the TV-show device as a short frame, but ground each fabricated answer in the survey figure beside it, such as "50 percent paid $399 or less," so the story visibly carries the data rather than substituting for it.

3. Literary and analytical criteria: Tighten the causal reasoning behind the wealth rules and ancestry claims
The issue: The text draws causal conclusions from correlations and thin comparisons. The wealth formula ("Multiply your age times your realized pretax annual household income... Divide by ten") is presented as settled, with the "multivariate-based wealth equations" never explained. Ancestry findings are attributed to culture ("Scottish Americans tend to be frugal") with no controls for occupation, region, or self-employment. Mr. Ford the attorney is said to have "a higher propensity to spend" purely by inference from his profession: "Foreign luxury, no doubt."
Why it matters: Readers asked to trust the findings are given assumptions in the place of evidence. Inferring Mr. Ford's habits from a stereotype undercuts the book's own case against judging people by appearances. It also leaves open competing explanations, such as survivorship among those still counted as millionaires, or reverse causation in which wealth permits frugality.

How to implement: Add a brief methods note explaining the sample, the response rate, and how the formula was derived and its limits. For the ancestry and occupation claims, state what was controlled for and acknowledge alternative explanations in a sentence or two. Replace inferred behavior, such as Mr. Ford's "Foreign luxury, no doubt," with survey data on actual spending by occupation, or flag it explicitly as illustration.

1. High income without wealth-building is driven by upbringing and status anxiety
Main idea: Teddy Friend earns $221,000 yet has less than a quarter of his expected net worth, because his parents taught him that income exists to be spent and he uses consumption and debt to prove himself to imagined "significant others."
Supporting evidence: "His parents taught him the ways of the UAW... They constantly sent him a message: One earns to spend. When you need to spend more, you need to earn more."
Significance: It supports the book's central claim that wealth depends on values and habits rather than on income, and it shows why high earners can still be "under accumulators of wealth."

2. Wealth is built by minimizing realized (taxable) income and maximizing unrealized appreciation
Main idea: Millionaires realize only a small share of their wealth as taxable income, so they pay far less tax relative to their wealth. Sharon and Barbara earn the same income, but Sharon's realized income is nearly 60 percent of her net worth while Barbara's is about 6 percent.
Supporting evidence: "To build wealth, minimize your realized (taxable) income and maximize your unrealized income (wealth/capital appreciation without a cash flow)."
Significance: It gives readers a concrete, measurable rule that explains why heavy spending blocks wealth accumulation and why the affluent can look modest in income terms. The Perot figures, the IRS dialogue and the Steuerle study all reinforce it.

3. Lifestyle choices such as housing and status neighborhoods quietly consume the capital for investing
Main idea: Buying into a high-status neighborhood or taking on the largest mortgage a lender will approve forces a household to keep realizing income, leaving nothing to invest. Wealthy people buy such homes after becoming wealthy, not in anticipation of it.
Supporting evidence: "Never purchase a home that requires a mortgage that is more than twice your household's total annual realized income."
Significance: It turns the book's principle into practical advice, and it sets up the chapter's closing theme that PAWs allocate time, energy and money efficiently toward net worth while UAWs, like Dr. South, worry but do not change.

1. Writing style and flow: Untangle the "realized income as a percentage of wealth" arithmetic
The issue: The tax-to-wealth ratios arrive in dense, overlapping clusters with shifting denominators, as in "Sharon's tax equivalent, 18.8 percent of her wealth, is three times higher than the tax equivalent for the average person in her income/age category," followed immediately by "Sharon has an annual realized income that is equivalent to 59.5 percent of her total net worth" and "The average person in Sharon's income/age category realizes the equivalent of only 19.6 percent of his net worth." The reader must track income-to-wealth, tax-to-wealth, and tax-to-income ratios at once, and the footnote adds a 7.1 percent figure against the body's 6.7 percent.
Why it matters: The central insight, that high realized income relative to wealth is a handicap, gets buried under percentages. Readers likely skim and keep only a vague sense of "she pays more tax," not the mechanism the chapter is trying to teach.
How to implement: Define the three ratios once, in a plain sentence, and then present Sharon and Barbara in a side-by-side comparison with one number per line (income, net worth, tax, tax as a percentage of wealth). Keep each paragraph to one comparison. Reconcile or explain the 6.7 versus 7.1 percent discrepancy in the footnote so it doesn't read as an error.

2. Storytelling and impact: Make the Teddy Friend portrait show the fear instead of announcing it, and give the IRS dialogue a clearer payoff
The issue: The Friend profile explains his psychology in summary: "He has found that fear is a great motivator. So he buys more and more via credit," and "Mr. Friend is possessed by possessions." The moving details, such as "his father cut Teddy's hair" and "head was worked on by an amateur," appear only early, and later the account becomes inventory lists ("two boats, one jet ski, and six automobiles"). The "Mr. Young and Mr. Stern" dialogue then runs long on jokes ("The Grim Reaper is on our side," "Congressional Medal of Taxation and Consumption") before the Steuerle findings arrive, and the Lucy L. story, the strongest emotional beat, is cut short by the satire around it.
Why it matters: Telling readers that Friend is driven by fear is less persuasive than letting them feel it. The satirical dialogue also risks reading as a political rant against government, which could alienate readers and overshadow the useful lesson about unrealized income and the quiet generosity of someone like Lucy.
How to implement: Add one concrete scene to the Friend section, such as a specific evening he comes home after dark to a house he barely uses, or a moment when he checks his debt like a scoreboard. Use that scene in place of some of the "he constantly" statements. Trim the Young/Stern dialogue by roughly a third, keep the Lucy L. exchange as its centerpiece, and end with a one-line takeaway for the reader's own finances rather than another joke about patriotism.

3. Literary and analytical criteria: Reconcile the evidence and flag the limits of the claims
The issue: The chapter draws strong causal conclusions from loosely compared figures: "Teddy ... has an actual net worth that is less than one-fourth of the expected value," yet later the text says "Friend, you're worth less than one-half of the expected amount." Elsewhere the Friend parents' cigarette math ("Approximately $33,190," "Nearly $100,000," "over $2 million") assumes perfect, uninterrupted investing, and the Philip Morris figure is hindsight on a single outstanding stock. The 6.7 percent versus 3.66 percent gap is explained with "Because the millionaires from high-status neighborhoods have to realize more income to live in these areas," a causal claim from a difference in sampling. The rule "never purchase a home that requires a mortgage that is more than twice your household's total annual realized income" is offered without support.
Why it matters: Inconsistent figures and one-sided assumptions make careful readers doubt the whole argument, and the genuine insight about unrealized income comes across as selective. The text also overlooks that the same strategy of deferring realization has trade-offs: concentration risk, illiquidity, and the limits of tax avoidance.
How to implement: Fix the one-fourth versus one-half inconsistency (state the Friend ratio once and use it consistently). Present the cigarette example as an illustration with stated assumptions and use the index-fund figure as the primary case, noting that the Philip Morris result was exceptional. Rephrase the neighborhood explanation as a likely contributor, not a proven cause, and mention other factors such as sample composition (farmers, auctioneers). Add a short passage on why the twice-income mortgage rule is reasonable, with a worked example, and acknowledge a counterpoint, such as the risk of holding illiquid or concentrated assets.

1. Wealth Is Built by Living Below Your Means, Not by Earning More
Main idea: Dr. North and Dr. South earn the same $700,000, yet North's net worth is eighteen times South's because North budgets, saves, and consumes at the level of a household earning a third as much. High income alone does not produce wealth; controlled consumption does.
Supporting evidence: "The North family, whose net worth is more than eighteen times that of the Souths ($7,500,000 versus $400,000), holds no cards from Neiman Marcus or from Saks Fifth Avenue or from Lord & Taylor."
Significance: This is the book's central thesis, that spending habits and planning, not income or education, separate those who accumulate wealth (PAWs) from those who don't (UAWs). The North/South case study sets up every later comparison.

2. Time, Energy, and Planning Are Resources, and PAWs Allocate Them to Wealth Building
Main idea: UAWs put their finite time and effort into shopping for and maintaining luxury goods, while PAWs spend modest, regular amounts of time planning and managing investments. Dr. South spent sixty hours bargaining for a Porsche but little time on his portfolio or pension plan.
Supporting evidence: "We estimated that it took him more than sixty hours to study, negotiate, and purchase his Porsche. How much time and effort does it take someone to place money in a pension plan? A small fraction of this time and energy."
Significance: It shows that the difference lies in priorities rather than effort. Wealth building takes only about eight hours a month, which makes the PAW path look attainable and gives the chapter's title its meaning.

3. Millionaires Reject Status Display and Judge Purchases by Value
Main idea: Most millionaires drive ordinary, moderately priced, often used American vehicles, and the most frugal buyers, used-vehicle shoppers, have the highest ratio of net worth to income. Status goods and a high-consumption lifestyle pull people onto an "earn-to-spend treadmill," and financial independence matters more to millionaires than looking wealthy.
Supporting evidence: "These people are not into status; they buy automobiles by the pound!"
Significance: It overturns the assumption that visible luxury signals wealth, so "You can't tell who is a millionaire by what they drive." The point also grounds the book's profile of the typical millionaire in survey data and in portraits like Mr. Allan, who refused a Rolls-Royce.

1. Writing style and flow: Tighten the repetitive rhetorical-question patter and the pronoun-swapping case studies
The issue: Long stretches are driven by strings of questions the author then answers himself, and by interchangeable names and labels. For example: "Who is in the UAW category today? Is it the 'not-college-material' business owner, Mr. Denzi, or the valedictorian of his high school class, Dr. Dokes? The answer is obvious." Elsewhere: "Do you define active investors as people who, on average, keep an investment for days? ... How about weeks? Another 1 percent." The reader must also track Dr. North/Dr. South, Dr. Dokes, Mr. Denzi, the Norths/Souths, plus PAW/UAW, often within one paragraph, and a few sentences are garbled ("Both their purchases are listed on one single statement").

Why it matters: The rhetorical questions with "obvious" answers read as condescending and slow the argument, and the dense cast of names and acronyms makes the comparisons harder to follow than the underlying point (spend less, plan more) requires. Awkward sentences like the one above also undermine the authority of the data.

How to implement: State the finding first, then offer the evidence, and keep questions for the few places where the reader's real doubt is being addressed. Cut "The answer is obvious" and similar prompts. Introduce each case figure once with a one-line tag (for example, "Dr. North, the accumulator") and stick to one pair of names per section, folding Dokes and Denzi into a single short aside. Copyedit sentences such as "Both their purchases are listed on one single statement" to "All of their purchases appear on a single monthly statement."

2. Storytelling and impact: Replace the hypothetical-feeling composites and the long procedural lists with fewer, fully dramatized scenes
The issue: The strongest passages are concrete scenes: Mr. Allan refusing the Rolls-Royce ("I can't throw fish in the back seat of the Rolls") and Mr. Martin's challenge to brokers ("Send me a copy of your personal income tax returns"). By contrast, the Souths' story is delivered as a tally ("$30,000 for clothing... $40,000 for country club fees... $107,000 per year in mortgage payments") with little scene, voice, or consequence, and the car-buyer taxonomy that follows ("Type 1: New Vehicle-Prone Dealer Loyalists (28.6 percent)... Type 4") becomes a catalog of percentages. Dr. South's sixty-hour Porsche hunt is the one vivid moment, and the surrounding material dilutes it.

Why it matters: The reader's engagement and emotional response peak when a person is shown making a choice, as with Allan and Martin. Where the narration relies on lists and statistics, persuasion shifts from feeling to compliance, and the Souths read as a cautionary caricature ("In classic UAW fashion") rather than people with whom a high earner might recognize himself.

How to implement: Build one scene for the Souths, such as a month of Mrs. South's separate credit cards ending in a statement neither spouse has seen, or Dr. South at the dealership on the last day of the month, using their own words from the interviews. Set the Norths against it with a parallel moment (the "pride of new car ownership" decision is a good model). Then compress the four buyer types into a short table with one illustrative quote each and move the percentage detail to an appendix, so the chapter keeps narrative momentum.

3. Literary and analytical criteria: Separate correlation from causation and address the comparability of the evidence
The issue: The argument repeatedly moves from association to cause. "UAWs tend to produce children who eventually become UAWs themselves" is followed by "The curtain is coming down on the third generation," and Dr. South's worry is offered as evidence of his failings: "Dr. South is not wealthy, in part because he concerns himself with such issues." The text also concedes the reverse: "Fears and concerns can be both a cause for becoming a UAW as well as a result," but then proceeds as if worry were the cause. Comparisons are also uneven: PAWs in the table are older (52 vs. 48) and earn less ($151,656 vs. $167,348), and the claim about planning rests on 8.4 versus 4.6 hours a month without discussing whether wealth creates the leisure and incentive to plan. The "Martin Method" is endorsed and then undercut ("not everyone in America has your investment intellect"), leaving the reader without clear advice.

Why it matters: Readers who are skeptical, and high earners are likely to be, will notice that these are two case studies, small samples, and self-reports, and will discount the whole argument. The causal language invites that skepticism and weakens the genuinely valuable core finding that consumption discipline, not income, predicts wealth.

How to implement: Add a brief passage early in the chapter explaining how the cases and samples were chosen, their limits, and where causation could run both ways. Replace statements like "Dr. South is not wealthy, in part because..." with "worries tend to accompany lower accumulation, and may both cause and result from it." Account for age and income differences when presenting the PAW/UAW tables. Resolve the Martin section with a practical test: if readers cannot demand tax returns, give them a short, ranked list of verifiable credentials and referral steps drawn from the CPA-referral advice already in the chapter.

1. Frugality, not income, builds wealth
Main idea: Used vehicle-prone millionaires became wealthy through defensive habits (budgeting, tracking spending, bargain buying, investing the savings), while their higher-earning neighbors, who focus on offense, accumulate far less.
Supporting evidence: "It's much easier in America to earn a lot than it is to accumulate wealth."
Significance: This is the book's central thesis: net worth comes from living below your means, and it explains why people who look wealthy often are not.

2. Appearances and status purchases mislead, and under accumulators subsidize frugal millionaires
Main idea: High-income, high-consumption "under accumulators of wealth" like Mr. Norman and Gary buy new, status-laden goods and assume others drive "what they can afford." In fact they absorb the depreciation that frugal millionaires like Dr. Bill then exploit.
Supporting evidence: "Gary, the under accumulator of wealth, is subsidizing Dr. Bill's motor vehicle purchases. Gary takes the brunt of the three-year depreciation and then transfers title of a fine automobile to Dr. Bill, the frugal millionaire."
Significance: It supports the chapter's title, "You Aren't What You Drive," by showing that visible consumption is a poor indicator of net worth. It also gives readers a concrete picture of the cost of status-seeking.

3. Frugality is learned and takes discipline, while unearned family money can undermine it
Main idea: Frugal values pass from parents to children, as in the Cornell-versus-pool story. By contrast, Lamar and Mary live lavishly on income and parental gifts without a budget, and the chapter introduces "economic outpatient care" as a pattern that makes adult children dependent and leaves even the givers with less wealth.
Supporting evidence: "Those parents who provide certain forms of EOC have significantly less wealth than those parents within the same age, income, and occupational cohorts whose adult children are economically independent."
Significance: This links the chapter's spending habits to a broader concern in the book: that parental behavior shapes the next generation's financial independence. It also sets up the next chapter's examination of how gifts to adult children affect both givers and recipients.

1. Writing style and flow: Untangle the survey-statistic scaffolding and the abrupt transitions
The issue: The prose keeps interrupting itself with questionnaire fragments and jumps between ideas without connective tissue, e.g. "Used vehicle-prone shoppers are significantly more likely to report the following: My parents are [were] very frugal." and "The majority of people do not have the ability to increase their incomes significantly. Yet income is a positive correlate of wealth." followed immediately by the header "YOU AREN'T WHAT YOU DRIVE" and "What, then, is our message?"
Why it matters: The reader has to work out how each finding supports the claim, and phrases like "significantly more likely" and "Their score of 145 was the highest overall" are given without a baseline, so they read as jargon rather than evidence. The income sentence also arrives with no setup, so the argument seems to lurch from frugality to income to defense.
How to implement: Fold each survey statement into a full sentence that states the finding and its comparison point (e.g., "Compared with other buyers, used vehicle-prone shoppers were most likely to agree that 'Our household operates on a fairly well-thought-out annual budget'"). Explain what "145" is measured against. Add one bridging sentence before "What, then, is our message?" that links the income point to the defensive strategy, and keep the offense/defense metaphor consistent from one paragraph to the next.

2. Storytelling and impact: Tighten the Tom Stanley car-sale narrative so it drives toward a payoff
The issue: The four-shopper vignette is the most vivid material, but it is padded with asides and ends without delivering its lesson: "(When do weekend telephone rates go into effect?)", "Why else would I be at home in the middle of the afternoon in my khaki pants and flannel shirt?", and "I am still waiting to hear from him, too!" Shopper Two's section runs only a few sentences and then fizzles into "I am still waiting for his call."
Why it matters: The scene work promises a pattern, but the sale itself, the section's emotional high point, is buried in Shopper Four's story, and the repeated "I'm still waiting" beats dull the humor. The reader is left to infer why these buyers matter rather than feel it.
How to implement: Trim the digressions and keep one "I'm still waiting" joke. Open the section with a one-line setup, such as that four prospective buyers, each wealthy or frugal in a different way, came to the driveway. Then end it by drawing the contrast: the buyer who wins is the one who understood that the seller did not need to sell. The farmer's closing line, "Do you know how much cotton you have to grow to make those payments?", is the strongest moment and should close the vignette, followed by a sentence tying all four shoppers to the pattern.

3. Literary and analytical criteria: Separate evidence from anecdote and justify the causal claims
The issue: The argument moves from a few cases to broad conclusions without acknowledging the limits: "Being frugal is a major reason members of the used vehicle-prone group are wealthy," and "Gary, the under accumulator of wealth, is subsidizing Dr. Bill's motor vehicle purchases." Gary's beliefs and the Normans' finances are asserted ("If Gary is like most UAWs, he firmly believes...") rather than demonstrated, and Dr. Bill's story is offered as classic proof while the text also says "Most people in this country are not the entrepreneurial type" with no data.
Why it matters: Correlation in a survey of millionaires is presented as cause, and the possibility that wealth produced frugality, or that Gary's depreciation loss is also Dr. Bill's gain only because of market conditions, is never considered. Skeptical readers will discount the book's strongest insight, that income and wealth diverge, because the reasoning looks one-sided.
How to implement: Mark clearly where the text moves from survey result to illustrative case, and rephrase causal statements ("frugality is a major reason") into evidence-backed ones, citing the percentages or comparison groups from Table 4-4. Replace the speculation about Gary with a hedge or a sourced statistic on how UAWs perceive their neighbors. Add a short paragraph addressing the counterargument that some of these millionaires also benefited from higher incomes, inheritances, or business ownership, and show how the data accounts for those factors.

1. Subsidies Reduce Wealth Accumulation
Main idea: Adult children who receive regular cash gifts from affluent parents accumulate less wealth than comparable nonreceivers. They consume more, borrow more, and invest less, because gifts support a lifestyle their own incomes cannot sustain.
Supporting evidence: "The more dollars adult children receive, the fewer dollars they accumulate, while those who are given fewer dollars accumulate more."
Significance: This is the book's central counterintuitive claim: income and parental wealth do not produce wealth, and consumption discipline does. It also explains why UAWs (under accumulators of wealth) look affluent while PAWs (prodigious accumulators of wealth) do not.

2. Parents Weaken the Weak and Strengthen the Strong
Main idea: Affluent parents often shelter and subsidize their least capable or least independent children, which deepens dependence and fear. The children left to fend for themselves build the courage and self-sufficiency that lead to wealth.
Supporting evidence: "You strengthen the strong child and weaken the weak."
Significance: This moves the argument from statistics to behavior, with cases such as Ms. BPF, Beth, and Cinderella Sarah. It identifies parental behavior, not the children's innate ability, as the cause of dependency and gives the book its practical message for parents.

3. Not All Gifts Harm: Fund Education and Enterprise, Not Consumption
Main idea: Gifts earmarked for consumption, such as down payments, private school tuition, and luxury cars, set off a treadmill of spending and dependence. Education and gifts that help start or enhance a business can build productivity.
Supporting evidence: "Some have a strong positive influence on the productivity of the recipients. These include subsidizing your children's education and, more important, earmarking gifts so they can start or enhance a business."
Significance: This qualification keeps the thesis from being a blanket condemnation of giving. It gives affluent parents a way to share wealth and reduce estate taxes without producing UAWs, and it fits the book's theme that frugality and independence, not income, drive wealth.

1. Writing style and flow: Replace the invented jargon with plain terms and stop repeating the coinage
The issue: The chapter leans on a self-coined medical metaphor that becomes confusing and sometimes absurd, as in "Economic outpatient care will increase greatly during this period," "economic inpatient care," and "Mary's brand of outpatient care." The acronyms "EOC," "UAW," and "PAW" are used throughout with little reminder, and "Mother's brand" and "special blend of outpatient care" mix metaphors further.

Why it matters: A forecast sentence like "Economic outpatient care will increase greatly" reads as if the phenomenon were a medical service, so the reader has to translate the metaphor instead of absorbing the point. Readers who open the chapter midway, or after a break, have to recall what UAW and PAW mean.

How to implement: Define each coinage once, briefly, and then prefer plain phrases such as "parental cash subsidies" or "gifts to adult children" in sentences that carry statistics or predictions. Keep the medical image for one or two deliberate moments, such as the "inpatient" case of Ms. BPF living at home rent free. Spell out UAW and PAW (under- and prodigious accumulators of wealth) at the start of each major section.

2. Storytelling and impact: Tighten the case studies and let the evidence, not the narrator, deliver the verdict
The issue: Several anecdotes are told with an authorial sneer that undercuts credibility: "Conversely, Mary and Lamar are living in fantasyland," "Lamar... Why, of course, Lamar loves the school," and "Ms. BPF... gave her business stepchild treatment." The cases are also oddly one-sided. Henry gets a thin, saintly portrait ("He owns two suits and three sports jackets"), and Laura's fax is a charming story that arrives with no bearing on the rest of the argument.

Why it matters: When every subsidized child is a caricature and every self-reliant one a hero, readers who love their own children, or who have received help themselves, may dismiss the cases as moralizing and miss the data underneath. The fax about Laura, placed between the Ms. BPF material and the next chapter, interrupts the momentum without adding evidence.

How to implement: Rewrite the narration of Mary and Lamar, Ms. BPF, and Josh so the facts speak: income, subsidy amounts, spending, net worth. Cut the snide asides. Give the subsidized figures a moment of sympathy or complexity, such as the grandmother's discomfort, which you do note. Then either tie the Laura fax explicitly to the point about forced self-reliance or cut it to a short paragraph, so it supports the Orfalea and Kroc examples rather than standing apart.

3. Literary and analytical criteria: Separate correlation from causation and present the key comparisons transparently
The issue: The chapter states its thesis as proven fact: "This is a statistically proven relationship," and gifts are "the single most significant factor that explains lack of productivity." Yet the support is Table 5-2, which compares gift receivers and nonreceivers, plus a few anecdotes. The text itself concedes that "gift givers report a substantially higher incidence and dollar amount of gift giving than their adult children," that the Table 5-1 sample is 222 millionaires, and that the direction of causality could run the other way: parents give "to their least productive" child, as the chapter says in "Weakening the Weak." The teacher and professor exception ("185 percent of the net worth") is left explained mostly by assertion ("teachers are frugal"). The figures also drift: the text says gift receivers have "91 percent of the income and 81 percent of the wealth," while the Table 5-2 discussion cites 57 percent for accountants and 62 percent for attorneys, and then gives attorneys' income as 77 percent in the Henry and Josh case, which should be reconciled with the stated 78 percent for accountants.

Why it matters: If low accumulation might cause the gifts, rather than the gifts causing low accumulation, the central claim "The more dollars adult children receive, the fewer dollars they accumulate" is only a correlation. Skeptical readers, and financial advisers who would quote this, will notice the gap, and unclear or conflicting numbers weaken the evidence further.

How to implement: Add a short passage that states the causality problem openly and says what the data can and cannot show, replacing "statistically proven" with language that fits the evidence. Report sample sizes for the Table 5-2 comparisons, show how age and occupation were controlled, and use one consistent set of percentages in the text. For the teacher and professor exception, offer a testable explanation, such as whether they invest their gifts, and show the savings data that supports it.

1. The Andrews Plan shows how unstructured, trust-based estate planning breeds family conflict
Main idea: Mr. Andrews funnels business profits and sale proceeds to his spending daughters while requiring his son Billy to buy a business that has little value without him, a plan the other PAWs privately judged poor. They urged an outside co-executor or arbitrator, since spouses and siblings often start inheritance disputes.
Supporting evidence: "Mr. Andrews's plan calls for Billy to make the payments to his sisters for years after Mr. Andrews's death." Graham added that "it's better for the children to be mad at the arbitrator than with each other."
Significance: The Andrews case is the book's contrast between UAW and PAW orientations. It shows that economic outpatient care and reliance on family trust undermine both wealth and family harmony, while PAWs build lasting relationships with professionals.

2. Affluent parents raise productive children through example, discipline, and withholding the signals of wealth
Main idea: The PAWs' rules say to avoid telling children the family is wealthy, to teach frugality by modeling it, to delay trust distributions until children are established, and to avoid cash gifts and negotiated giving. Parents should also stress achievement over consumption.
Supporting evidence: Dr. North said, "Kids are very smart. They will not follow rules that their parents themselves do not follow." He also set up trusts so that "my plan will not distribute money to my children until they are forty years of age or older."
Significance: This explains why many children of UAWs earn high incomes but fail to accumulate wealth, and why PAWs' children tend to become independent, wealth-building adults. It extends the book's thesis about frugality and discipline to the next generation.

3. The affluent market is large and growing, offering niche opportunities to those who serve the wealthy and their heirs
Main idea: The chapter turns from family to business, arguing that wealth will concentrate and transfer in huge amounts, creating demand for specialists such as estate attorneys. Although the affluent are frugal in consumer purchases, they pay for professional services and for their children.
Supporting evidence: "By 2005, the millionaire household population is expected to reach approximately 5.6 million," holding "$16.3 trillion of $27.7 trillion, or approximately 59 percent" of private wealth.
Significance: This supports the book's argument that serving the affluent is a path to wealth itself, linking the book's analysis of how the wealthy behave to practical advice on becoming wealthy by targeting a market niche.

1. Writing style and flow: Untangle the transcript-and-commentary rhythm and the stray "outpatient care" term
The issue: The Andrews narrative keeps interrupting itself with rhetorical questions and half-answers: "What does Mr. Andrews plan to do about ownership of his business? Will he eventually sell it? Will he give it to the children to operate? Or does he have some other idea in mind?" The quoted speech is also riddled with ellipses and fragments ("Everything in a family is based on trust, isn't it?"), and the key term "economic outpatient care" appears in odd contexts ("What about future outpatient care for his daughters?", "Billy will be required to heavily subsidize...", "receiving outpatient care from their grandparents") without being defined in this stretch.
Why it matters: Readers lose the thread of who has said what and why it matters, and the unexplained metaphor "outpatient care" reads as jargon, or as a mistake, rather than a vivid image of ongoing subsidy.
How to implement: Cut the stacked questions to one and answer it directly: "Mr. Andrews plans to sell the business to his son Billy, and give the proceeds to his daughters." Define "economic outpatient care" once, in a sentence such as "the continuing cash support affluent parents give to adult children," and use it consistently. Put each speaker's point in a one-sentence lead-in before the quotation so the ellipsis-heavy speech supports the point instead of carrying it.

2. Storytelling and impact: Resolve the Andrews story and tighten the Dr. North list
The issue: The focus group is the strongest drama in the passage, with Mr. Andrews saying "You can never fully trust your sons-in-law.... Divorce is always a possibility" and "Everything in a family is based on trust, isn't it?" while seven of nine respondents quietly disagree. But the scene ends on a hypothetical ("But what if Mr. Andrews is like many other under accumulators of wealth...?") and then jumps straight to the list "RULES FOR AFFLUENT PARENTS AND PRODUCTIVE CHILDREN." The rules that follow vary in vividness: the "King's Rules" poster ("Flush.") and Ken the busboy are memorable, while rules like "Always remember that your children are individuals" are bare assertion.
Why it matters: The reader is left without the emotional payoff of seeing what the group's pressure does to Mr. Andrews, and the later rules lose the human stakes the opening scene created. Items without an anecdote feel like filler beside those that have one.
How to implement: Close the Andrews scene with a concrete beat: what he said last, whether he conceded anything, or a brief imagined scene of Billy's wife at the kitchen table, building on "how would you respond to this plan if you were Billy's wife?" Then tie each rule back to an Andrews decision (for instance, tie "Never make light of verbal promises" to his "numerous verbal promises and monetary commitments"). Give each unillustrated rule a one- or two-line example from the interviews, or fold it into a neighboring rule.

3. Literary and analytical criteria: Support the claims about attorneys, wealth projections, and PAW/UAW contrasts with evidence
The issue: Several claims are stated flatly or slip between data and inference. One example: "estates in which the heirs, typically the sons and daughters, are professional estate attorneys tend to be taxed less," followed by "Thus, the mere presence of a son or daughter who is an attorney increases the probability that all the children in the family will receive substantial cash gifts," with no figure or source. In the market section, "wealth held by American households is expected to grow nearly six times faster than the household population" sits beside "more than 20 percent higher than in 1996," which are hard to reconcile, and "$1 trillion in gifts translates into more than $600,000... for each child" clashes with "$189,484 for each of the estimated 2,077,490 children" without explaining the difference. Further, the conclusion that Mr. Russell and Mr. Joseph "have the correct formula" rests on a single focus group of nine, one of whom is the outlier.
Why it matters: A book that sells itself on research loses authority when inheritances, gift totals, and growth rates cannot be reconciled on the page, and when an anecdote from a small group is stated as a general rule. Skeptical readers will doubt the strongest practical advice.
How to implement: Add the source or survey statistic for the attorney-heir claim and say whether it is a finding or an inference. Check the growth figures and reconcile the two per-child numbers by stating what each covers (inheritances versus lifetime gifts, and how many children each counts). Replace "have the correct formula" with a qualified statement such as "the respondents with the most experience agreed on...," and note that the focus group is illustrative, supported by the broader survey data you cite elsewhere.

1. Industry labels don't make millionaires; the owner's character does
Main idea: The authors insist that a business's type cannot predict wealth, because talent, discipline, frugality, and investing habits matter more than the industry, and even profitable industries shift quickly.
Supporting evidence: "we have concluded that the character of the business owner is more important in predicting his level of wealth than the classification of his business."
Significance: This corrects the "ten businesses millionaires own" sound-bite reading of their research and supports the book's central claim that wealth comes from behavior (producing, saving, investing) rather than from income or a lucky niche.

2. Affluent parents steer their children toward self-employed professions rather than inheriting the family business
Main idea: Using the Johnson Coal example and the profitability data in Table 8-2, the authors show that professional practices are far more reliably profitable and far more portable than capital-heavy businesses, so millionaires push their children toward medicine, law, and similar fields.
Supporting evidence: "They can take your business, but they can't take your intellect!"
Significance: It explains why the second generation tends to be well educated and high-earning but also high-spending, which links to the book's themes of economic outpatient care and the difficulty of predicting wealth from income.

3. The opportunity for service providers lies in the wealth transfer from affluent parents to their adult children and grandchildren
Main idea: The first part of the chapter tallies the money flowing from the affluent to the next generation, through estates, medical bills, tuition, housing, and travel, and identifies the professions that will benefit from it, with estate, tax, and immigration lawyers at the top.
Supporting evidence: "estate attorneys will likely generate more than $25 billion in revenue from servicing estates in the $1 million or more range during the 1996-2005 period."
Significance: It turns the book's profile of the affluent into practical market guidance, showing that the subsidies and gifts that undermine the heirs' own wealth building create demand for specialists who serve the wealthy.

1. Writing style and flow: Untangle the estate-attorney arithmetic and the widow/widower statistics
The issue: The passage stacks figures and ages in a chain that is hard to follow: "the husband who passes away at the age of seventy-five and a half years leaves behind a widow who is two years younger than he was at the time of death. His wife, who became a widow at the age of seventy-three, is expected to live until she is eighty-two." The "four affluent widows for every one affluent widower" claim also sits awkwardly beside "296,000 women" and "72,000 men," and the opening compares "$25 billion" to "the net income generated by all law partnerships" before pivoting to "$270 billion" in taxes.
Why it matters: Readers must do the subtraction themselves, and the key point (wives outlive husbands by about nine years, so widows are the main client) gets buried in detail. The comparisons are also hard to hold in mind, which weakens the sense of opportunity the section is selling.
How to implement: Lead with the conclusion ("Most estate clients will be widows, and they will be widowed for about nine years"), then give one clean sequence: husband dies at 75½, wife is 73½, she dies at 82. Move the footnote on "inherit" out of the middle of the argument, and fold the three revenue and tax figures into a single comparison sentence or a small table.

2. Storytelling and impact: Give the Mr. W. case study its payoff, and tie it to the PAW/UAW claim
The issue: The chapter ends on Mr. W.'s speech, "I've decided I'm not going to get rid of my dog, nor am I going to sell my condominium," with no resolution. The set-up promises a demonstration of "the differences between PAWs and UAWs," but the dog-weight dispute ("He could be hollow") and the unlicensed-attorney detail are left as colorful episodes. Elsewhere, openings like "Mr. Carl Johnson" and "Larry" are vivid but disconnected from each other.
Why it matters: A narrative built to illustrate conflict stops at its climax. The reader never learns what happened or what it teaches, and the emotional momentum collapses on the final line. The chapter's own thesis about character and discipline is then left implicit.
How to implement: Add the outcome, such as what the committee did next and whether Mr. W. stayed or sold. Close with two or three sentences linking it to the earlier claim that PAWs "need to achieve, to create wealth" while UAWs "need to display a high-status lifestyle." Trim some of the procedural detail (the letters, the voting complaint) so the buildup is tighter.

3. Literary and analytical criteria: Reconcile the chapter's data with its own conclusions and flag the limits of the evidence
The issue: The chapter argues "the character of the business owner is more important in predicting his level of wealth than the classification of his business," yet it then uses Johnson Coal, a hypothetical built on 76 firms, to push children toward professions. It also compares coal's "$196,600" average net income against physicians' receipts, though the same section admits profit "doesn't automatically translate into affluence." The estate projections are presented to the dollar (e.g., "117,340,719,569") with no stated assumptions, and the immigration section leaps from a Taiwanese quote to "China wants the Philippines for its oil." Finally, "Louisiana 16" and "Michigan 85" in Table 7-3 are plainly garbled.
Why it matters: Small-sample statistics, speculation presented as forecast, and numerical errors undermine the authority the book depends on. Readers may also feel the professional-versus-owner argument contradicts the earlier warning against simple industry formulas.
How to implement: State the sample size and caveats whenever the 76-firm coal figure is used, and note that profitability rates say nothing about wealth accumulation. Add a short methods note on the 1996-2005 estate projections and round the table totals. Support or soften the geopolitical claims with sourced evidence, and proof the tables so the Louisiana and Michigan figures are corrected.

1. Wealth is protected by refusing to trade it for approval
Main idea: The closing anecdote shows Mr. W. using a calculated counterproposal to defend his dog, and then accepting a large financial loss when the neighbors stayed hostile. The point is that a wealth-builder's priorities are set by personal values, not by social standing or the comfort of "beautiful people."
Supporting evidence: "A hostile environment, even in an atmosphere of beautiful people, is not a good place for dogs-or for prodigious accumulators of wealth."
Significance: It reinforces the book's portrait of millionaires as unpretentious, independent-minded people who do not live to impress their neighbors, which is why they differ so sharply from the high-consumption affluent.

2. Millionaires must be found through neighborhood wealth, not visible status symbols
Main idea: The authors locate millionaires by geocoding, which ranks neighborhoods by estimated net worth derived from income sources, and then randomly sample households within the richest ones. They dismiss the idea of tracking luxury-car owners because outward consumption does not reliably signal wealth.
Supporting evidence: "As readers know by now, however, most millionaires do not drive luxury cars. Most luxury car drivers are not millionaires. No, this method will not work!"
Significance: This is the methodological backbone of the book. It shows the authors' central thesis, that spending and wealth are different things, is built into how they collect their data.

3. The findings rest on a sizable, supplemented sample, and the millionaire population is occupationally diverse
Main idea: The latest survey drew 1,115 completed responses from 3,000 households, with 385 respondents being millionaires. Ad hoc occupational surveys fill the gap left by geocoding, which misses rural wealth, and the appendix list shows millionaires in ordinary businesses such as scrap metal, janitorial services, and pest control.
Supporting evidence: "Out of the 1,115 respondents, 385, or 34.5 percent of the total, had a household net worth of $1 million or more."
Significance: The sample size and the occupational range give credibility to the book's claim that wealth is attainable through ordinary work and disciplined habits, not only through glamorous careers or inheritance.

1. Writing style and flow: Clean up the anecdote's ending and the muddled closing line
The issue: The dog story ends on a tangle of tones and a loose logic chain: "Not long after this brilliant victory, the W.s sold their condominium unit," followed by "So how much is that doggie in the condominium worth? To the W.s, it's worth several hundreds of thousands of dollars," and then "A hostile environment, even in an atmosphere of beautiful people, is not a good place for dogs-or for prodigious accumulators of wealth." "Brilliant victory" is ironic but unmarked, "several hundreds of thousands" is clumsy, and the final sentence shifts from the dog to wealth accumulators without a bridge.

Why it matters: The reader cannot tell whether the W.s won or lost, or whether the lesson concerns pets, neighbors, or money. The joke on the old song also undercuts the figure it introduces, so the story's point arrives blurred.

How to implement: Cut the song-parody question and state the figure plainly: "Mr. W. estimates he lost several hundred thousand dollars by selling at below-market prices." Replace "brilliant victory" with a signaled irony such as "a victory that proved hollow." Then end on one clear sentence tying the cost to the book's theme, for example: "The W.s paid a high price for a principle, and frugal accumulators rarely do that."

2. Storytelling and impact: Make the anecdote's setup and stakes visible
The issue: The passage opens mid-scene with "This statement drew anticipated boos and hisses from the audience," and the reader never learns what the statement was, what the covenant banned, or why Mr. W.'s offer ("turn his condominium unit over to his company's profit-sharing and pension plan") was clever. The residents' reaction, "They were undoubtedly envisioning Mr. W.'s blue-collar employees invading their space," is the narrator's guess, not shown. Meanwhile, the sale at a loss contradicts the "victory" without any emotional explanation beyond the single quote, "I don't want to live in a building with people who don't like dogs."

Why it matters: The story has a strong hook, a millionaire outmaneuvering his snobbish neighbors, but the missing context and the unexplained reversal leave the reader with a punchline and no payoff. The emotional resonance of a family choosing its dog over its equity is not developed.

How to implement: Begin with one or two sentences of setup: the no-pets covenant, the W.s' dog, and the owners' demand to remove it. Quote the original statement that drew the boos. Then give Mr. W. a fuller voice about the second and third sales, including what the dog meant to his family, so that the cost of several hundred thousand dollars feels like a deliberate choice rather than a footnote.

3. Literary and analytical criteria: Strengthen the survey's methodological rigor and consistency in the appendix
The issue: The appendix contradicts itself and leaves key claims unsupported. The acknowledgments say the survey ran "from May 1995 through January 1996," while Appendix 1 says "from June 1995 through January 1996." The response arithmetic is also unclear: "A total of 1,115 surveys were completed... An additional 322 surveys could also be accounted for," yet the 322 includes 156 "address unknown" and 122 "incomplete," which are not responses, and "Overall, the response rate was 45 percent" is never shown to follow from the 3,000 mailed. Further, "34.5 percent" of respondents being millionaires reflects a sample deliberately selected from high-net-worth neighborhoods, but this is not flagged as a limit on generalizing. Net worth is also an estimate from a "capitalization model" that is not explained.

Why it matters: Readers who test the numbers will find them inconsistent, which weakens trust in the book's central empirical claims about how millionaires live. The reader also cannot judge how far the findings apply beyond the sampled neighborhoods.

How to implement: Reconcile the survey dates across the acknowledgments and appendix. Present the response data in a short table: 3,000 mailed, 156 undeliverable, 1,115 usable, 122 incomplete, 44 late. State the exact formula behind 45 percent, adjusting for undeliverables. Add a brief paragraph on sampling limits, noting that respondents came from selected affluent neighborhoods and ad hoc occupational groups, that net worth was self-reported, and what the capitalization model assumes. Define the 385 millionaires as a subsample rather than a share of the general population.