Latest / The Book Brief Project / How Big Things Get Done | The Numbers Were Never Real
Transcript
- 0:00Speaker 1: San Francisco, 2013. Willie Brown, former mayor, former state assemblyman,
- 0:07Speaker 1: the man who oversaw construction of the downtown transit terminal,
- 0:11Speaker 1: sits down to write a newspaper column about that terminal
- 0:14Speaker 1: running roughly $ 300 million past its budget. He does not apologize.
- 0:20Speaker 1: He does not blame contractors or weather or the unforeseeable.
- 0:24Speaker 1: He explains the method. Nobody involved ever believed the original estimate.
- 0:29Speaker 1: he says. There was never a real number for the
- 0:32Speaker 1: terminal or for the subway before it, or the Bay
- 0:35Speaker 1: Bridge before that. The first budget is a down payment
- 0:39Speaker 1: on the eventual price. And if the eventual price had
- 0:42Speaker 1: been printed on the page at the start, the city
- 0:45Speaker 1: would have built nothing at all. So you get the
- 0:47Speaker 1: contract signed, and you get shovels into the ground fast,
- 0:51Speaker 1: and you make the hole large enough that filling it
- 0:54Speaker 1: becomes the only decision anyone has left. That column sits
- 0:58Speaker 1: inside a book about why big projects go wrong, and
- 1:02Speaker 1: I think it is the most honest passage in the book.
- 1:05Speaker 1: The book is How Big Things Get Done, published in
- 1:09Speaker 1: 2023 by Bent Flievoobjerg and Dan Gardner. And I should
- 1:13Speaker 1: say early that it is the best thing I have
- 1:15Speaker 1: read on its subject, because I'm going to disagree with it,
- 1:19Speaker 1: and I would rather do that from inside admiration than
- 1:22Speaker 1: from outside. Flievoobjerg quotes Brown as evidence of a pathology,
- 1:27Speaker 1: Brown is not describing a pathology. He is describing a
- 1:31Speaker 1: machine that works. Flavie Jurg came to all of this
- 1:36Speaker 1: through a bridge. In the early 1990s, Denmark was building
- 1:40Speaker 1: the Great Belt Link between two of its islands, an
- 1:43Speaker 1: enormous piece of engineering for a small country. And the
- 1:47Speaker 1: costs were behaving strangely. And a young Danish researcher started
- 1:51Speaker 1: keeping his own record of them. The official numbers and
- 1:55Speaker 1: his numbers did not agree. Then the National Audit Office
- 1:59Speaker 1: looked into it and confirmed his. That is a small
- 2:03Speaker 1: moment in a career, and it set the direction of
- 2:06Speaker 1: everything after it. Because what he learned was that the
- 2:10Speaker 1: numbers surrounding a big project are not one set of figures.
- 2:14Speaker 1: They are a blizzard of figures, produced at different moments
- 2:18Speaker 1: by different parties with different interests. And choosing which ones
- 2:22Speaker 1: to compare is already half the argument. So he kept counting.
- 2:27Speaker 1: That habit became a database, and the database is now
- 2:31Speaker 1: the largest of its kind anywhere. More than 16,000 projects
- 2:37Speaker 1: across more than 20 types of work in 136 countries. Rail, roads, tunnels, dams, ports,
- 2:46Speaker 1: defense systems, software, nuclear plants, the Olympic Games. For each
- 2:53Speaker 1: one he recorded the budget at the moment the decision
- 2:55Speaker 1: to build was taken immediately. and the number at the
- 2:58Speaker 1: end in real terms. That second detail is less dull
- 3:02Speaker 1: than it sounds. Projects quietly re-baseline themselves partway through, adopting
- 3:08Speaker 1: a new and larger budget as though it had always
- 3:11Speaker 1: been the plan. And measuring against the re-baseline figure makes
- 3:15Speaker 1: most of the damage vanish. He refused to let it vanish.
- 3:20Speaker 1: Here is what the pile says. Just under half of
- 3:23Speaker 1: those 16,000 projects came in on budget. Only 8.5% came
- 3:29Speaker 1: in on budget and on time, and the fraction that
- 3:33Speaker 1: came in on budget, on time, and delivered the benefits
- 3:36Speaker 1: promised when the thing was approved is one half of 1%,
- 3:41Speaker 1: 1 in 200. Flyvoob Jerg has a phrase for this,
- 3:45Speaker 1: and the whole book stands on it. Over budget, over time,
- 3:50Speaker 1: under benefits, over and over again. He calls it the
- 3:54Speaker 1: iron law. And the word iron earns its place, because
- 3:58Speaker 1: a pattern that holds across 16,000 cases in 136 countries
- 4:04Speaker 1: is not a story about carelessness in any particular country.
- 4:09Speaker 1: The prescription is four words long. Think slow. Act fast.
- 4:15Speaker 1: Divide any project into planning and delivery. Then notice that
- 4:20Speaker 1: almost everyone runs those two phases in the wrong proportion.
- 4:24Speaker 1: Planning feels like delay, and delay feels like weakness, so
- 4:28Speaker 1: planning gets compressed. Delivery feels like progress, so delivery gets
- 4:34Speaker 1: started early and then drags for years, while the unresolved
- 4:38Speaker 1: questions from the planning phase come due one at a time,
- 4:42Speaker 1: in public, at full price. The Empire State Building is
- 4:46Speaker 1: the counterexample the book keeps returning to, 21 months from
- 4:50Speaker 1: sketch to opening ceremony. estimated at $ 50 million and delivered
- 4:56Speaker 1: for 41, which is 17% under, and the construction finished
- 5:00Speaker 1: several weeks before anyone was scheduled to cut a ribbon.
- 5:04Speaker 1: Sydney runs the same clock in reverse. In 1957, a
- 5:09Speaker 1: 38-year-old Danish architect named Jorn Utzon won an international competition
- 5:15Speaker 1: with drawings for a building that nobody yet knew how
- 5:18Speaker 1: to construct. That alone was survivable. What was not survivable
- 5:24Speaker 1: was the politics around the schedule. The Premier of New
- 5:27Speaker 1: South Wales, Joe Cahill, was near the end of his career,
- 5:31Speaker 1: and he wanted the work visibly underway before any future
- 5:35Speaker 1: government could think about cancelling it, which meant construction started
- 5:39Speaker 1: while the design was still an open question. They thought fast,
- 5:44Speaker 1: and then they were forced to act slow. The building
- 5:46Speaker 1: was planned for five years and took fourteen. It came
- 5:50Speaker 1: in at 1,400% over cost. Utzon was removed in 1966
- 5:55Speaker 1: by the elegant method of the government simply ceasing to
- 5:59Speaker 1: pay him, and he went home to Denmark and never
- 6:02Speaker 1: returned to Australia, and he never stood inside the finished thing.
- 6:07Speaker 1: Notice what the rush was for. Cahill was not being
- 6:11Speaker 1: reckless about the whole. The whole was the strategy, the
- 6:16Speaker 1: same one Brown would describe in a newspaper half a
- 6:18Speaker 1: century later. Flybutjer calls the general case the commitment fallacy,
- 6:24Speaker 1: a decision locked in before the alternatives have been examined
- 6:28Speaker 1: and then defended long after the evidence has turned, because
- 6:32Speaker 1: so much has been spent that stopping looks like waste
- 6:35Speaker 1: rather than like the end of waste. He puts a
- 6:38Speaker 1: Pritzker-winning French architect on the page saying much the same
- 6:43Speaker 1: thing about his own country, that the opening budget is
- 6:46Speaker 1: a political figure rather than a technical one. Released because
- 6:50Speaker 1: it is the sum that can be approved, with the
- 6:53Speaker 1: real price disclosed later by politicians at a time of
- 6:56Speaker 1: their choosing. Two continents, two industries, the same confession. Nobody
- 7:02Speaker 1: in these quotations sounds guilty. They sound like professionals explaining
- 7:06Speaker 1: a procedure. And this is the point where the book
- 7:10Speaker 1: turns into something harder than a management argument. Overruns are
- 7:14Speaker 1: not spread the way intuition expects, in a gentle curve
- 7:18Speaker 1: around some average with a little bad luck at the edges.
- 7:22Speaker 1: The distribution has a tail, and nearly all the money
- 7:25Speaker 1: lives in the tail. Software is the clearest case. Most
- 7:30Speaker 1: technology projects overrun by an irritating but survivable amount. Then
- 7:35Speaker 1: about 18% of them go more than 50% over. And
- 7:39Speaker 1: within that, 18%, the average overrun is 447%. Not 50. 447.
- 7:49Speaker 1: Which means the average project, the one every forecast is
- 7:54Speaker 1: quietly describing, does not exist in any useful sense. What
- 7:59Speaker 1: you are buying when you approve a large one is
- 8:02Speaker 1: mostly a normal outcome plus a small probability of an
- 8:05Speaker 1: event that can take down the organization that approved it.
- 8:09Speaker 1: Dams behave this way and so do the Olympic Games,
- 8:13Speaker 1: which is why host cities keep discovering the same surprise
- 8:16Speaker 1: with the same expression on their faces. Roads and pipelines
- 8:20Speaker 1: and solar installations behave much better and the difference is
- 8:25Speaker 1: neither ambition nor competence. The cure is smallness. Repeated smallness
- 8:33Speaker 1: at scale. The projects that behave well are the ones
- 8:37Speaker 1: built out of one modest thing produced over and over,
- 8:41Speaker 1: where the thousandth unit is cheaper and faster than the
- 8:44Speaker 1: first because a thousand units of learning sit behind it.
- 8:49Speaker 1: A solar farm is a panel, repeated. Madrid built metro
- 8:53Speaker 1: line after metro line at remarkable speed and cost under
- 8:57Speaker 1: a director who standardized the stations and refused custom architecture.
- 9:02Speaker 1: and the system got better at building itself each time.
- 9:05Speaker 1: What has no repeatable unit, the one-off cathedral of a project,
- 9:11Speaker 1: the Olympics, the bespoke nuclear plant, is precisely what occupies
- 9:16Speaker 1: the tale. And the Empire State Building belongs in this family,
- 9:21Speaker 1: which is the detail I keep turning over. The men
- 9:24Speaker 1: who put it up said afterward that they had not
- 9:26Speaker 1: really built a skyscraper. They had built one floor a
- 9:30Speaker 1: hundred and sometimes, and stacked it. And the most famous
- 9:34Speaker 1: act of architectural ambition in the 20th century turns out
- 9:38Speaker 1: to have been a manufacturing exercise in a limestone coat.
- 9:42Speaker 1: That idea has changed how I look at work I
- 9:45Speaker 1: am responsible for. It gives you one question to ask
- 9:49Speaker 1: before committing to anything, and the question is whether the
- 9:52Speaker 1: thing has a unit. If it does, the risk is
- 9:56Speaker 1: roughly knowable and the learning curve is on your side.
- 9:59Speaker 1: If it does not, you are standing at the edge
- 10:01Speaker 1: of a distribution with no meaningful center, and confidence is
- 10:05Speaker 1: no defense against that. I did not have this distinction
- 10:09Speaker 1: before the book, and it is worth the price of
- 10:12Speaker 1: admission by itself. Which brings me back to that column
- 10:16Speaker 1: in the Chronicle. Flyvoobjerg knows exactly what he has in
- 10:20Speaker 1: his hands there. He has a technical name for it,
- 10:23Speaker 1: strategic misrepresentation, the deliberate distortion of information to serve an interest,
- 10:29Speaker 1: and he sets it beside the psychological explanation, Kahneman's optimism bias.
- 10:35Speaker 1: He and Kahneman argued about the balance between the two
- 10:38Speaker 1: for years. The book records how that argument resolved, and
- 10:42Speaker 1: the resolution is a lovely piece of intellectual honesty. Flavogerg
- 10:47Speaker 1: had been pressing for politics and Kahneman for psychology, and
- 10:51Speaker 1: each ended up conceding the other's ground. Flavogerg moved toward
- 10:56Speaker 1: the psychology. I think he moved the wrong way. If
- 11:00Speaker 1: Brown is telling the truth, and nothing in 16,000 projects
- 11:04Speaker 1: suggests he is not, then the forecasts in that database
- 11:08Speaker 1: did not fail. They performed well. A number manufactured to
- 11:12Speaker 1: clear an approval committee has done its entire job the
- 11:15Speaker 1: moment the committee approves, and the overrun that arrives four
- 11:18Speaker 1: years later refutes nothing. It is the plan, arriving on schedule.
- 11:23Speaker 1: You cannot fix that with a better estimating technique, because
- 11:27Speaker 1: it was never an estimate. Optimism is an error, and
- 11:31Speaker 1: errors can be trained out of people. What Brown is
- 11:34Speaker 1: describing has no error in it at all. And the
- 11:38Speaker 1: form of the book cannot carry this, which is the
- 11:41Speaker 1: real cost of writing it as a trade book. It
- 11:44Speaker 1: closes with 11 heuristics addressed to you, the reader, the
- 11:49Speaker 1: person running a renovation or a software migration. Take the
- 11:53Speaker 1: outside view. Know that your biggest risk is yourself. All
- 11:57Speaker 1: of it sound and all of it written on the
- 12:00Speaker 1: assumption that the person receiving the advice wants a true number.
- 12:05Speaker 1: The people who produce the false numbers wanted the false numbers.
- 12:09Speaker 1: Fleivjerg's most effective remedy is not a heuristic at all.
- 12:14Speaker 1: It is institutional. He got reference class forecasting written into
- 12:18Speaker 1: British government practice so that departments are obliged to apply
- 12:23Speaker 1: real base rates whether the minister enjoys it or not.
- 12:26Speaker 1: That is a political fix for a political disease, and
- 12:30Speaker 1: it sits nearly hidden inside a book selling a cognitive
- 12:34Speaker 1: fix for a cognitive one. There is an older argument
- 12:38Speaker 1: on the other side of this that deserves its hearing.
- 12:41Speaker 1: Albert Hirschman, the economist, proposed what he called the principle
- 12:46Speaker 1: of the hiding hand. We badly underestimate how difficult things
- 12:50Speaker 1: will be, he said, and we equally underestimate our own
- 12:54Speaker 1: ingenuity once we are trapped inside the difficulty and the
- 12:58Speaker 1: two errors roughly cancel. On that view, ignorance is providential.
- 13:03Speaker 1: because nobody would start anything if they could see the
- 13:06Speaker 1: whole of it in advance. Flivebjerg took that claim to
- 13:10Speaker 1: his data and found it false. The underestimation of difficulty
- 13:15Speaker 1: is vast and reliable. The creative rescue is occasional and
- 13:20Speaker 1: far too small to pay the bill. He is right.
- 13:24Speaker 1: And being right leaves me standing in front of the
- 13:26Speaker 1: Sydney Opera House with nothing useful to say. It is
- 13:30Speaker 1: the book's central case of failures. And it is also
- 13:33Speaker 1: the most loved building in the Southern Hemisphere, the picture
- 13:37Speaker 1: an entire country uses to say its own name. Vlaivo
- 13:41Speaker 1: Juric answers this, and he answers it well. Survivorship? He says,
- 13:47Speaker 1: you see the opera house, and you do not see
- 13:50Speaker 1: the hundred ruined projects that never became postcards. And Utzon
- 13:55Speaker 1: paid the real bill. A career ended young. his life's
- 13:59Speaker 1: greatest work finished by other hands while he sat in Denmark.
- 14:03Speaker 1: That is a cautionary tale that got lucky with its architecture.
- 14:08Speaker 1: I believe him. I also noticed that his answer only
- 14:11Speaker 1: works from a long way up, where you are counting
- 14:14Speaker 1: outcomes across populations. Bring it down into the room in 1957,
- 14:19Speaker 1: with the drawings on the table and a young man
- 14:21Speaker 1: who has never built anything at this scale, and the
- 14:24Speaker 1: correct application of everything in this book returns one instruction.
- 14:29Speaker 1: which is, do not do this. The method that would
- 14:32Speaker 1: have saved Utsun's career is the method that would have
- 14:34Speaker 1: left the harbor empty. If this kind of thinking is
- 14:38Speaker 1: useful to you, the slow kind rather than the quick kind,
- 14:42Speaker 1: follow the show. No fast summaries here. Books taken seriously.
- 14:48Speaker 1: So I hold both, and I suspect FlyVubeJerk does too,
- 14:53Speaker 1: somewhere he does not put in print. The numbers are true.
- 14:56Speaker 1: The building is beautiful. Those two facts are not going
- 15:00Speaker 1: to reconcile, and a book honest enough to quote Willie
- 15:04Speaker 1: Brown at full length is honest enough to have known that.
- 15:08Speaker 1: What I am left with is the shape of the trade,
- 15:11Speaker 1: and it is not a comfortable shape. The honest world,
- 15:15Speaker 1: the one where every forecast carries its real base rate
- 15:18Speaker 1: and every committee sees the true figure before voting, is
- 15:22Speaker 1: a world with fewer catastrophes in it and fewer harbors
- 15:26Speaker 1: worth photographing. Underneath almost everything worth crossing a city to
- 15:30Speaker 1: look at, there is a hole that somebody dug on purpose,
- 15:35Speaker 1: using a number they knew was wrong. That is the scandal,
- 15:39Speaker 1: and Flavjerg has measured it more carefully than anyone alive.
- 15:44Speaker 1: It may also be the only reason any of it
- 15:47Speaker 1: is standing still.