What game theory teaches us about Lance Armstrong

Just stay with me there a minute...

Lance Armstrong, once cycling’s poster child, now faces a future in disgrace. Forced into standing down from the chairmanship of his cancer charity Livestrong, Nike has unceremoniously dropped him in the face of “insurmountable evidence” put forward by the US Anti-Doping Agency.

Having masterminded what USADA has referred to as “the most sophisticated, professionalised and successful doping programme that the sport has ever seen”, Armstrong cheated his way to an unprecedented seven Tour de France wins. Hard evidence and witness accounts have now testified, however, that the only thing Lance Armstrong convincingly won in his cycling career was a doping arms race.

With the help of controversial doctor Michele Ferrari, Armstrong and his team mates at the US Postal Service team stayed one step ahead of anti-doping officials. Not only were doping regimes planned to evade detection, but Ferrari was given information relating to testing procedures, allowing him to devise specific workarounds.

The conflict between dopers and scientists is an interesting one, with anti-doping officials continually closing doors only opened by the dopers themselves. A chicken and egg argument with a definitive answer, but no apparent solution. Athletes continually uncover methods in which to subvert the regulations, only to leave anti-doping officials in a perpetual state of catch-up.

Anti-doping authorities like USADA and WADA must tighten their practices and work towards enforcing much stricter parameters for athletes to qualify from; however they are at an instant disadvantage given the position from which dopers can work from. Game theory, the mathematical modelling of how two intelligent entities strategically interact, has been used to refine airport security measures to become less predictable, could it be used in a distinctly similar fashion here to thwart dopers?

A particular strain of game theory, dubbed Stackelberg, game suits the doping proposition perfectly, as it requires one entity to establish its defences first whilst the other conducts surveillance to identify weak spots. The notion of a sequential move, with the opposite entity responding to measures established by the first, closely resembles the way in which cycling’s dopers have found ways to subvert cycling’s anti-doping strategy.

Stackelberg game is also capable of introducing what has been billed as systematic randomness to the equation, vital in this instance given the random nature of drug testing. Cyclists can be requested to provide a sample at any time, even in the middle of the night, a factor which can be worked into the game. Stackelberg game has been used in airport security to make strategies harder to analyse through surveillance, a method which could have thwarted the way in which Armstrong and Ferrari successfully thwarted USADA for more than a decade.

What Lance Armstrong has managed to make abundantly clear is that current anti-doping controls are not working. Testing procedures need to become significantly more stringent and randomised if they are to be considered fit for purpose. If Stakelberg game can profess to do just that, then perhaps it’s time the theory’s own systematic and intelligent randomness was put to good use.

Lance Armstrong. Photograph: Getty Images

Liam Stoker is the aerospace and defence features writer for the NRI Digital network.

Photo: Getty
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The rise of the green mayor – Sadiq Khan and the politics of clean energy

At an event at Tate Modern, Sadiq Khan pledged to clean up London's act.

On Thursday night, deep in the bowls of Tate Modern’s turbine hall, London Mayor Sadiq Khan renewed his promise to make the capital a world leader in clean energy and air. Yet his focus was as much on people as power plants – in particular, the need for local authorities to lead where central governments will not.

Khan was there to introduce the screening of a new documentary, From the Ashes, about the demise of the American coal industry. As he noted, Britain continues to battle against the legacy of fossil fuels: “In London today we burn very little coal but we are facing new air pollution challenges brought about for different reasons." 

At a time when the world's leaders are struggling to keep international agreements on climate change afloat, what can mayors do? Khan has pledged to buy only hybrid and zero-emissions buses from next year, and is working towards London becoming a zero carbon city.

Khan has, of course, also gained heroic status for being a bête noire of climate-change-denier-in-chief Donald Trump. On the US president's withdrawal from the Paris Agreement, Khan quipped: “If only he had withdrawn from Twitter.” He had more favourable things to say about the former mayor of New York and climate change activist Michael Bloomberg, who Khan said hailed from “the second greatest city in the world.”

Yet behind his humour was a serious point. Local authorities are having to pick up where both countries' central governments are leaving a void – in improving our air and supporting renewable technology and jobs. Most concerning of all, perhaps, is the way that interest groups representing business are slashing away at the regulations which protect public health, and claiming it as a virtue.

In the UK, documents leaked to Greenpeace’s energy desk show that a government-backed initiative considered proposals for reducing EU rules on fire-safety on the very day of the Grenfell Tower fire. The director of this Red Tape Initiative, Nick Tyrone, told the Guardian that these proposals were rejected. Yet government attempts to water down other EU regulations, such as the energy efficiency directive, still stand.

In America, this blame-game is even more highly charged. Republicans have sworn to replace what they describe as Obama’s “war on coal” with a war on regulation. “I am taking historic steps to lift the restrictions on American energy, to reverse government intrusion, and to cancel job-killing regulations,” Trump announced in March. While he has vowed “to promote clean air and clear water,” he has almost simultaneously signed an order to unravel the Clean Water Rule.

This rhetoric is hurting the very people it claims to protect: miners. From the Ashes shows the many ways that the industry harms wider public health, from water contamination, to air pollution. It also makes a strong case that the American coal industry is in terminal decline, regardless of possibile interventions from government or carbon capture.

Charities like Bloomberg can only do so much to pick up the pieces. The foundation, which helped fund the film, now not only helps support job training programs in coal communities after the Trump administration pulled their funding, but in recent weeks it also promised $15m to UN efforts to tackle climate change – again to help cover Trump's withdrawal from Paris Agreement. “I'm a bit worried about how many cards we're going to have to keep adding to the end of the film”, joked Antha Williams, a Bloomberg representative at the screening, with gallows humour.

Hope also lies with local governments and mayors. The publication of the mayor’s own environment strategy is coming “soon”. Speaking in panel discussion after the film, his deputy mayor for environment and energy, Shirley Rodrigues, described the move to a cleaner future as "an inevitable transition".

Confronting the troubled legacies of our fossil fuel past will not be easy. "We have our own experiences here of our coal mining communities being devastated by the closure of their mines," said Khan. But clean air begins with clean politics; maintaining old ways at the price of health is not one any government must pay. 

'From The Ashes' will premiere on National Geograhpic in the United Kingdom at 9pm on Tuesday, June 27th.

India Bourke is an environment writer and editorial assistant at the New Statesman.

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