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The Big Data Fallacy
The latest issue of Foreign Affairs features the cover article “The Rise of Big Data” by Kenneth Cukier and Viktor Mayer-Schoenburger, which mostly details some of the incredible ways companies like UPS, Google and Apple have come to rely on vast arrays of numbers in order to run their businesses better. But data has always provided a problem in that it gives a substantive assurance of certainty that has a propensity to foster overconfidence in those relying on it. The article attempts to address this:
“[K]nowing the causes behind things is desirable. The problem is that causes are often extremely hard to figure out… Behavioural economics has shown that humans are conditioned to see causes even where none exist. So we need to be particularly on guard to prevent our cognitive biases from deluding us; sometimes, we just have to let the data speak.”
The sentiment here is admirable, and the context perceptive. But the final part of the quotation (my emphasis) assumes wrongly that data can speak objectively, that there is a fundamental ‘truth’ in a number. All too often though the wrong things are measured, or not all variables are measured. What data does not record, or worse, cannot record, can often be overlooked. While ostensibly data is there to provide assistance with building models and predicting future trends and movements, it sometimes leads to a very narrow view of one particular future, and fails to account for possibilities, that, though while unlikely, could potentially be devastating. This is what Nicholas Taleb writes about in his by turns unreadable but seminal work, Black Swan. The fictional, paranoid loner Fox Mulder of the hit series The X-Files had it right fifteen years ago when he lamented “in a universe of infinite possibilities, we may find ourselves at the mercy of anyone or anything that cannot be programmed, categorised or easily referenced”. The financial system before 2008 was a victim of such narrow thinking.
Hendrik Hertzberg, in his Talk of the Town column “Preventive Measures” in this week’s The New Yorker, made the adroit analogy with the 2002 film Minority Report in our quest to categorise and predict acts of crime. Hertzberg points out that in reality this “turns out to be a good deal more difficult than investigating such an act once it occurs”. Indeed, such prediction methods are being implemented, just with somewhat less efficacy than in the Tom Cruise movie. The stop-and-frisk procedure currently employed by the New York Police Department points to a sustained effort to engage in preventative measures to reduce crime, effectively what Cruise and his myrmidons were doing, albeit without the help of psychic imagery as in the film. While the psychic “Pre-Cogs” turned out to occasionally disagree, the success rate with stop-and-frisk is even less attractive. “In the final months of 2012″, writes the New York Times, only 4% of stops resulted in an arrest.
Hertzberg also alludes to the dilemma of mountains of data, produced without concern for oversight or management; producing more just because it’s possible to produce it:
“This fall, the National Security Agency, the largest and most opaque component of the counter-terrorism behemoth, will [open] a billion-dollar facility [analysing] intercepted telecommunications… each of the Utah Data Center’s two hundred (at most) professionals will be responsible for reviewing five hundred billion terabytes of information each year, the equivalent of twenty-three million years’ worth of Blu-ray DVDs… that’s a lot of overtime.”
The other problem this data poses – and increasingly this goes for many industries that are jumping on the Big Data bandwagon – is that intelligence departments and businesses alike are able to put quantifiable targets and figures to what they want to achieve, whether they are actually applicable or not. Police claim the low stop-to-arrest ratio implies that they are preventing crimes by stopping someone before they act. There is nothing to argue otherwise. The New York Times article alludes to the debate over what ratio or percentage the Supreme Court would be comfortable with under the tenet of “reasonable suspicion”. This leads down a dangerous path where we treat data as an answer to a question, rather than as supporting evidence to an answer.
When. Cinema. Works.
“[T]he big screen. That is its natural habitat—the only place, you might say, where its proud and leonine presence has any meaning. Anything more cramped is a cage, as Jon Stewart showed during this year’s Oscar ceremony. At one point, we found him gazing at his iPhone. “I’m watching ‘Lawrence of Arabia.’ It’s just awesome,” he said, adding, “To really appreciate it, you have to see it in the wide screen.” And he turned the phone on its side. Deserts of vast eternity, reduced to three inches by two.”
- Anthony Lane, The New Yorker
Film can sometimes be a mercurial medium. Especially nowadays. It encompasses multiple genres, and, like food, is meant for different occasions, for different needs. Of course, sometimes we go to bad restaurants, or order in, and the experience is terrible. Uber-flop John Carter cost Disney a cool $200m, and wasted many a precious dollar and hour for those that went to see it (admittedly few). But sometimes it’s like a great burger and fries – Die Hard springs to mind – and sometimes it’s a sumptuous 6-course meal cooked by a Michelin-starrred chef – Lawrence of Arabia, or All the King’s Men. Film can stimulate us, it can teach us, and it can be a breezy bit of consumption to pass the time, like a coffee at Starbucks. Moreover, as with food, it can be consumed in different places and circumstances. There are times when the right way to watch a certain film is on your iPad in a cramped airline seat. Pure escapism. But cinema has a crucial place too.
It was interesting today, when Zeitgeist went to see a movie, that it was preceded by an announcement showing an empty cinema, covered in cobwebs and dust, bemoaning the death of the medium at the hands of pirates. Its aim was to take the audience on a guilt trip: ‘Why are you illegally downloading films?’ ‘Why aren’t you coming to see more films at the cinema?’ it pleaded. There are a couple of things strategically wrong with this approach. Firstly, what is the principle problem here? Alright, people are not going to the cinema as often as we would like. Zeitgeist remembers in a brief stint working for Fox several years ago that people went to the cinema 1.8 times a year in the UK. The Economist reports that the share of Americans who attend cinema at least once a month has declined from 30% in 2000 to 10% in 2011. The assumption is that people are instead pirating films at home, thereby depriving studios of money (ignoring research that suggests those that pirate are often avid cinema-goers, and optimistically equating every film downloaded to ticket revenue lost). Well, one quick way to address this is to make films legally available – at a sizeable premium – on multiple platforms day and date. We’ve argued this before, and entertainment trade Variety has used our argument for a lead editorial. It should be recognised, that, although the most prominent face of the film industry, cinema is not what makes the studio money; for years the bulk of profits have been made in home entertainment consumption. Furthermore, there are two fallacies here. One is that cinemas make most of their profit from the snacks people buy at the cinema, not the films themselves. If you want to increase margins, there should be a much more prominent focus on food options, and that means offering a wider, more tempting range of food to be eaten, which is then promoted more effectively. The way such snacks are currently promoted – “Let’s all go the lobby” – has not altered for a half century. Lastly and most egregiously, the communication is completely misdirected, talking to the very audience who is already doing what the ad asks them to do. The ad is shown nowhere but the cinema, therefore only people who go to the cinema will be subject to this guilt trip. To avoid feeling guilty, one can avoid the ad by avoiding the cinema. The logic is completely twisted. Negative communications have been shown to be much less effective in influencing behaviour than positive affirmation. So let’s think about a way to promote cinema that goes beyond a highlight reel of what movies are on in a particular season. More robust revenue streams will have to be found soon. Less people are turning out to the cinema, and in foreign markets, which are doing relatively well, a far smaller chunk of box-office receipts go to the studios.
What also played during the reel before the film started was a short film by Disney Animation that has been nominated for an Academy Award, called Paperman (see trailer above). Zeitgeist had watched the short some days ago on his iPhone after coming across it on Twitter, and enjoyed it thoroughly. It was exciting and convenient to be able to consume something so quickly after hearing about it. Moreover, it was instantly shareable with the 400-odd people who follow our tweets when we retweeted the link. Seeing it in the cinema today though really reinforced the power of the big screen; the detail you couldn’t see on the iPhone, the great sound, and the shared laughter and enjoyment from those around you. “Grandeur is a far from simple blessing”, writes Anthony Lane in the same article quoted at the beginning of this post, in The New Yorker back in 2008. The pleasure of watching something in the cinema is ultimately an irrational benefit, which can be hard to quantify, but even harder to ignore.
HMV: If you don’t fix it, you’ll end up broke…
The name Margaret Anne Lake might not ring too many bells. But if you were in the UK towards the end of the twentieth century, you’ll be familiar with her alter-ego Mystic Meg.
Having made her name as an astrologer in The Sun, Meg was catapulted into the national consciousness when she was given a slot on the fledgling prime time National Lottery draw programme.
In an attempt to build excitement and pad out an event that took two minutes to complete, Meg was brought in to ‘predict’ the winners.
Her predictions were suitably vague.
The norm was something generally along the lines of “the winner would live in a house with a 3 in the number, in a town beginning with L or M and have bought their tickets from a woman.” with a sprinkling of astrological terminology for extra authenticity.
However it would seem that back in the mid-to-late 1990s Meg wasn’t the only one struggling to see what the future held. Far away from the glamour of TV, a number of well-paid businessmen were busy making decisions that would see their organisations squander their dominant positions.
And a couple of weeks ago, after struggling along for years, both HMV and Blockbuster UK, once leaders in their categories, hit the buffers and called in the administrators.
Bad Advice
The wisdom ‘If it ain’t broke, don’t fix it‘ is relatively modern – it dates from 1977 – and was attributed to businessman Bert Lance in the May issue of the magazine Nation’s Business.
The phrase caught on, partly because it made a point in a catchy way. But like many wisdoms, it doesn’t tell the whole story.
Just because something works now, doesn’t mean it always will. And those in position of responsibility have an obligation to future proof their organisation.
Back when Mystic Meg was in her pomp, the digital revolution that helped bring about the demise of both retailers was in its infancy. But signs of its potential were there, particularly for HMV.
The first was how people acquired their music.
Software that ripped files from physical storage, coupled with faster web connections, gave birth to peer-to-peer sharing. Programmes like Napster, Kazaa and Limewire removed the need for physical reproduction and distribution.
The whole entertainment industry never really came to terms with illegal downloads, opting to use legal threats and emotional blackmail, rather than adapting their businesses to meet the demand.
In reality, not all pirated content would ever have been bought legally. Peer-to-peer applications offered users the freedom to sample new artists they would never have paid for and get digital versions of music they already owned physically, easily and without it costing them money.
One of the reasons people wanted their music digitally is the second reason the digital revolution helped bring about the demise of the likes of HMV – the way people consumed and stored music.
The emergence of the digital music player, culminating in the release of the iPod in 2001 meant that people also wanted their music in a new format. They could now store their entire collection on one machine.
When people had upgraded their vinyl to cassette, and then their cassettes to CDs, HMV had been in pole position and reaped the profits. However a digital format didn’t require physical stores and HMV didn’t react. Their model was suddenly ‘broke’, but they didn’t realise in time to fix it.
Avoiding failure
Can such demises be avoided? The future is notoriously hard to predict, but there are some guidelines that can help companies avoid suffering a similar fate to HMV.
1. Be alert to new and niche competitors
Back in the 1980s and 1990s, HMV may have considered their competition to be the likes of Tower Records, Virgin and Woolworths. When they all disappeared, it might have seemed that HMV had won the battle. In reality they were all killed by the same bullet. The game changed as companies diversified.
Back in 1981, following a dispute with Apple Corps, Apple Computing agreed not to enter the music business. Now, iTunes offers over 28,000,000 songs.
Just because someone isn’t a direct competitor now, doesn’t mean they never will be.
2. Keep an eye on the Path to Purchase
HMV didn’t suffer because people suddenly stopped wanting to buy new music or watch films. What changed was how people acquired their material.
Online downloads provided a new way to access digital music. For those who wanted physical media, Amazon et al provided an alternative way to buy CDs and DVDs. Now that nearly 80% of UK households have broadband connections, consumers can stream films at the press of a button or watch a dedicated Movies channel.
Sometimes people will still want physical media immediately, but just not often enough to sustain a business as big as HMV.
3. Understand the next generation
Many years ago, I worked in Woolworths. A large proportion of the music we sold was to youngsters spending their pocket money on their latest idol. While online might have been niche in the mid-to-late-90s, the youngsters of today have grown up with it. As a result, consumers under 35 won’t have had the opportunity to develop an engrained habit of buying their music in physical stores like HMV. Buying entertainment online is no longer an alternative, but the norm.
4. Play to your strengths
While online retailers can offer lower prices and a wider catalogue, physical retailers offer immediacy and have the opportunity to provide enhanced in-store engagement.
Shoppers want convenience, value and experience.
Browsing for and buying music, film and computer games ought to be a fun, pleasurable act. Online shopping will continue to grow across pretty much every category. Physical retailers need to understand their role in fulfilling shoppers’ needs. Sometimes it will be about delivering the product quickly and easily, but sometimes it will be making the act of shopping an enjoyable experience that merits a slight price premium.
5. Be prepared to change
Taking all of the above into account, it might be easier to spot how a business structure that is dominant now might not be so successful in the future. It is often said that defending a title is harder than winning it in the first place.
However, it can be done.
McDonalds have long dominated the fast food industry. Just over a decade ago, their restaurants were tacky red and yellow places with plastic seats.
Yet they saw that their competition was no longer just the likes of Burger King, but also other food outlets and increasingly the likes of Starbucks et al who offered a more pleasant in-store experience.
Now their outlets have all been refurbished with designer furniture and offer free wifi.
They also observed other trends that would impact them. From obesity to ethical sourcing of produce and packaging, they adapted their business to stay one step ahead.
Their menu still offers the old favourites, but also includes lighter options. Their burgers come from British and Irish farms and much of their packaging is made predominantly from recycled materials.
As a result, they are still thriving on the high street.
On motion picture marketing – Star Trek shows the way
Zeitgeist was lucky enough to be a guest at the BFI Imax the other day when a select few members of the press, film industry folk, hangers-on and, yes, Trekkies, were shown footage from the Star Trek film to be released next summer, “Into Darkness”. It was a mere nine-minute clip of the film – the rest of which is still under lock and key / being edited under the watchful gaze of J.J. Abrams – but it was deemed enough to hold a Friday morning event around, with a very well-catered brunch afterward. What made the morning special was the presence of two of the stars, Alice Eve and Benedict Cumberbatch, as well as the producer, Bryan Burk. The Q&A session, preceded by video salutations from J.J. and Simon Pegg, had many Trekkies in the audience aflutter and was a nice bit of promotion.
Regarding the footage itself, any excitement at seeing fleeting glances of futuristic shots brimming with portent were somewhat diluted by the fact that the same nine minutes were to be shown from that day before select showings of “The Hobbit”. Which of course means it was also pretty much immediately available on YouTube (if only to be removed, in an understandable but somewhat counter-intuitive move by the studio).
The status quo at the moment is one in which films often have longer life-spans than ever before (especially if more than one iteration is being shot simultaneously a la Lord of the Rings, or the studio making the film falls into financial trouble, as with the last James Bond film, Skyfall). If the production time isn’t longer, the lead-in for marketing certainly is. Disney’s Tron remake, which came out in 2010, was several years in the making. The marketing campaign was three and a half years long. One promotional tactic used was to give away free – but very scarce – tickets to select sneak peeks at the film, several months before its release, which at the time Zeitgeist took full advantage of.
This is not without drawbacks for the studio of course, as early bad press could scupper a film’s chance of commercial success. But in part perhaps recognising the need to constantly remind people of a product, in a society today that values instantaneous media and loves to second-screen, the risk is one worth taking. It’s especially appropriate if the film has a built-in, excitable fanbase, which both Star Trek and Tron do, and you can feed them occasional scraps to keep them satisfied. The TV series Lost, which invited similar nerdy inclinations – and was another brainchild of J.J. Abrams – made a similar move when the studio behind it released tantalising clips on YouTube in an effort to stir interest. Crucially, it also meant they beat the pirates at their own game. All in all it was a nice little bit of promotion by Paramount, creating coverage in media old and new as the stars gave interviews afterwards, and keeping die-hard fans on the slow-boil, ensuring the film remained top of mind while the final product remains a work in progress.
On movie release windows – I love the sound of breaking glass
It’s fair to say that in the past ten years, the pace of technology has evolved at an ever-increasing rate. The way in which devices have changed, and with it our use of them, was humourously summed up in the above cartoon from The New Yorker. Digital trends have affected the way we communicate, the way we consume media, and indeed the way we consume goods and services, i.e. shop.
So it is a little surprising to many – your humble correspondent included – that we still have to put up with a film being released in one country one day, and in another months later. That we still have to wait a certain number of months for a film to amble its way from the cinema screens to our home, whether on Blu-ray / DVD or on VOD. It’s interesting to note that vertical integration isn’t a key issue; Disney recently launched the second subscription video on demand (SVOD) service in Europe, with a library of constantly refreshed titles that can be viewed on platforms ranging from TVs to Xbox to iPads. Indeed, Disney’s CEO Bob Iger announced way back in 2005 in an interview with The Wall Street Journal that he foresaw a day of collapsed release windows, when a film came out the same day at the cinema as it was available to watch in the home:
We’d be better off as a company and an industry if we compressed that window. We could spend less money pushing the box office and get to the next window sooner where a movie has more perceived value to the consumer because it’s more fresh.
So there is money to be saved in such an exercise. Yet seven years later, such a situation is still mostly a fantasy for major films. Studios have undoubtedly dipped their toe in the water, and some moderate success has been seen on the indie scene, specifically with recent films like Margin Call, Melancholia and Arbitrage. The former film was released simultaneously in the cinema and on VOD (seemingly only in the US, however), eventually recording strong results, months after its initial release at Sundance Film Festival. Again, what is the justification for such a change in platform release timings? Not meeting consumer desires and addressing piracy, but simple cost savings. Variety reports:
“We’re a star-driven culture, and on a crowded (VOD) menu, what are you going to be drawn to?” posits WME Global head Graham Taylor, who adds that with marketing budgets skyrocketing, the ability to use a single campaign across closely spaced bows on multiple platforms is an important cost savings.
The whole situation is quite frustrating for any fan of film or television. It is a frustration shared by Frederic Filloux, co-author of the excellent blog Monday Note, which Zeitgeist strongly recommends to anyone with an interest in insightful thoughts and reasoning on media industry goings-on.
Their most recent post also happened to detail the author’s frustrations with such seemingly arbitrary release windows. One of the most pertinent charts displays the achingly slow rate of change in platform release changes, that is so at odds with the pace of change in other media (above). The content of the post has rational recommendations, which at first glance seem eminently appropriate and overdue for implementation. Some of the recommendations though fail to account for the fact that the film industry and its machinations are often governed by winds of irrationality.
To summarise, Filloux recommends a global day-and date, shorter, more flexible window of time between cinema and home release. There are a number of obstacles to these ideas though. Firstly, exhibitors must be placated. They hold such a sway over studios that they cannot easily be ignored. Bob Iger, in the interview mentioned earlier, mentions exhibitors as being a key obstacle. Think about it, why on earth would a cinema want their film to be available in the comfort of their audience’s home any sooner than it already is? It wants to enforce scarcity, so that when the film’s marketing machine is at its height, the cinema is the only place you can see it. As already mentioned, indie films have had some success with multi-platform releases, but even these have met with consternation from exhibitors, as a recent example in Canada shows. The consternation becomes outright war for larger films. Zetigeist reported when, in 2010, many exhibitors refused to show Tim Burton’s Alice in Wonderland when the studio, Disney, flirted with releasing the film to home release less than four months after its theatrical debut. After much back and forth, exhibitors eventually relented, and the film went on to gross over a billion dollars at the global box office. Exhibitors are not going to be convinced about flat release windows anytime soon. They are perhaps the largest roadblock to such a move, and the largest point of advocating a return to vertical integration of production, distribution and exhibition that was the case until the Paramount Decree in 1948.
Moreover, while the argument about having flexible, shifting window releases depending upon a film’s success is logical, it does not acknowledge the existence of sleeper hits, films which do not open to huge returns but gradually accrue it over months of release (as illustrated by Margin Call, mentioned earlier). It would also be hard to define when a movie “succeeds” or “bombs”. You could use box office as a figure, but would this be without context, as a ratio of the film’s budget, or against its current peers? Using box office fails to take awards – principally Oscar – coverage into consideration, which invariably adds its own box office bump to a movie when it is nominated or wins.
The recommendation for simultaneous worldwide release is also a valid point. Zeitgeist has written before on the ridiculous prices pirated films go for in markets that have no access to the official product. To their credit, studios are moving further toward a “day and date” system. However, doing so exclusively would be dangerous. Releasing some films market by market allows the studio to gauge audience reaction, and if necessary tinker with the marketing or the film itself. Staggering release dates is also necessary for cultural events, such as the World Cup, which may be more relevant to some countries than others.
It is the last point made in the article, that of making TV shows “universally available from the day when they are aired on TV” that Zeitgeist could not agree more with. Apart from audience frustration – and recent technological development such as DVR show how the opportunity can shape viewer habits – such a move would also surely divert people from resorting to illegal downloading.
To conclude, while there are caveats and significant roadbumps to be addressed, and some progress has been made over the years, the film industry has a long way to go in a short time if it wants to catch up with consumer habits. Flat release windows should be an inevitability, and a priority. Moreover, they should not be seen purely as cost-saving measure, but as an important way of keeping an increasingly technologically and globally savvy customer base happy.
Films, Football and Uninformative Advertising
Zeitgeist saw the above ad on the London Underground earlier this week, advertising the new version of the Total Recall film that Sony is imminently releasing. (As if anything could beat the Arnie version).
It’s a nice ad because it doesn’t directly advertise the film, but rather cheekily promotes the central product in the film instead, in an attempt to blur the worlds of reality and fiction (it’s all very postmodern). It appears they’ve also thought about their European target market, by featuring football-related imagery, rather than something more American, like baseball, or something involving large cars.
A similar campaign was featured on the Tube last year for the film Limitless, with Bradley Cooper from The Hangover. The ad itself hawks the pill that forms the crux of the plot, rather than the film itself. We wrote about the promotion as part of a broader article, here. Arguably the first proponent of such a tactic in guerrilla film marketing occurred way back in 1999 for The Blair Witch Project. This kind of advertising also fits nicely into recent findings showing the power of “uninformative advertising”. According to Yale School of Management:
“Using a game theory model, Mayzlin and Shin show that when advertising a high-quality product, specifying product attributes can be counterproductive, because a firm can describe only a limited number of those attributes. An uninformative advertisement, on the other hand, can prompt viewers to seek out additional information on the product, and in the process learn about more of its positive attributes.”
News Corp rendered asunder
Si fractus illabatur orbis, impavidum ferient ruinae
‘Should the world break and fall about him, its ruins will strike him unafraid’. Rupert Murdoch’s world can, without a great deal of exaggeration, surely be said to breaking and falling about him right now. After months of very public airing of dirty laundry, ranging from phone hacking to bribes at the highest levels of society and government, News Corporation could no longer survive in its current form. Though hidden away, nestled in the hills of the South of France for a short time, the news did not escape Zeitgeist’s notice. The empire, which The New York Times reports as being valued at $54bn, will be split into (increasingly unprofitable) newspapers on one hand, entertainment (movies, TV, cable and publishing) on the other. Murdoch said the split would “simplify operations”, though usually that phrase tends to be used as reasoning for when companies merge, rather than disintegrate.
On a personal note, when working a short stint at 20th Century Fox Film several years ago, it was interesting to see the News Corp dynamic at work. Publications like The Sun were a great place for the company to have articles generated concerning subject matter of the upcoming summer blockbuster we were trying to market. At the same time, emphasising the symbiotic relationship of the corporation, a message came down from up high that one of the team’s proximate objectives in the short-term was to shore up and direct eyeballs to The Sun, even at the expense of our own goals. Such a quid pro quo will no longer be necessary in the future.
















