Trump to renegotiate Paris climate change accord

June 2, 2017

President Trump returns from his eight-day humiliation tour of the Middle East and Europe to announce he would be pulling out of the Paris environmental treaty

“They won’t be laughing now” he said, arguing that earlier global arrangements had taken America as suckers.  Not laughing, maybe, but weeping in frustration.

Make the Planet Great Again, Justin Trudeau tweeted.

President Obama was able to overcome political opposition at home in signing up America for the Paris accord.  The two countries yet to sign are Syria and Nicaragua.

Donald Trump is sticking to his election pledge to create jobs in the rust-belt states. This may not create the kind of jobs the displaced coal miners voted for. Opponents argue that growth in jobs will come to workers able to retrain for new skills.

China and the EU are seen as moving more closely together on this issue. President Trump’s announcement was early justification of Chancellor Merkel’s claim this week that the EU could no longer take for granted shared interests with the USA and the UK on climate change.

Timing bad for Theresa May?

More locally, Theresa May, an early ally of President Trump, is regretting the timing of the announcement. She is a week away from a General Election she called, fighting on the basis her strong and stable leadership as she negotiates the UK’s departure from the EU. An earlier lead in the polls is shrinking. Attacks on labour leader Jeremy Corbyn seem to have failed to exacerbate his earlier woeful ratings as a future Prime Minister.

The Prime Minister’s non-show at a televised debate this week gave opponents the chance to weaken her case further, by describing her as weak and wobbly. Caroline Lucas, co-leader of the Green party, had a particularly positive impact on the audience.

The Prime Minister called the Trump decision disappointing.  She could have been referring to the effect it could have on the final election result.

Towards a Better-informed Climate Debate

December 7, 2009

Informed debate on climate change is hindered by naïve interpretation of trend data. I have more confidence in the understanding of stock-market traders than in that of most climate change commentators

The more I look at the arguments on climate change, the more concerned I am at the crude misapplication of statistical methods that I find in them. This note is at least as reliable as views being expressed by many major contributors to the climate debate.

Lies, damn lies and crappy statistics

How much faith do you have in statistics? If you have formed a view on climate change, you should at least also have a view on what can and can not be concluded from a statistical examination of a database. And on the credibility of the analyses made by other commentators. My position is this. Statistics are generally considered to be the collection, analysis and interpretation of data applying various mathematically derived methods. That will do as a working definition. Data is plural of a datum. Data are the bits of stuff collected – the daily temperature readings from a weather station for example, or for a patient in hospital, or the price of a Corporate stock. As a matter of fact all of these data look rather similar when visualized as a time series.

We are pretty sure that the fluctuations of the patient’s temperature will ‘spike’ but in general will return to a standard basal level. Stock-prices as we know too well are less predictable. And as for charts of data about climate change, well these are in a different class altogether.

The First law of statistics

The first law of statistics for me is that statistical interpretation has to follow statistical understanding. Opinion is OK, informed judgement is different from opinions. Public debate tends respects the rights of individuals to express honestly expressed views. Phone-in programmes and the majority of blogs are not much more than that.

The second law of statistics

There is no safety in numbers if you don’t know what they mean. This brings me to one difference between climate debate numbers and those stock market and patient temperature charts. Climate debate numbers are increasingly highly complex abstractions which have been developed to examine a theoretical model.

The third law of statistics

Correlation is not the same as causality. My old statistics teacher used to quote the example of storks found perching on houses with the greater number of children born in them in one study. There was a correlation (perhaps because big warm houses attracted storks) but not one which can confirm a causal relationship between stork presence and human birth data.

The fourth law of statistics

Trend lines are treacherous.

I base this on the mathematical fact that there are a very large number of ways of drawing a line through thirty of so data-points. The zigzags of the data points are smoothed out in all sorts of cunning ways. The simplest smoothing is a straight line. It invites you to decide what all the deviations from that straight line mean.

A simple illustration

I have been playing around with a simple way of visualizing trend data. Let’s take the yearly data on temperature changes over a thirty year time period, the recent battle-ground in the climate debate

Many charts have appeared showing a trend as a straight line (so we have to beware of the fourth law). I find the following little thought-experiment revealing. Take a thirty point trend chart and select the highest and lowest items on the chart.

Mentally add each point in turn as the first datum of the chart. Almost always, one or both new visualizations change your perspective of the trend line and where the chart is going into the future.

Now repeat the experiment with each of the same two points in turn at the end of the trend chart. You will again find the visualizations offering one or maybe two fresh perspectives

Doesn’t that just confuse the issue?

Maybe it does. It weakens confidence in just what the trend-line might be telling you. But perhaps a bit more confusion and a bit less conviction is what is needed at the moment. Anyway, I do hope you will be able to contribute to more productive discussions on climate change in future.


I am no Fellow of the Royal Society of Statisticians, but I check my views from time to time with someone who is. The post captures my beliefs as a relative outsider to the Climate debate. I am suggesting the ‘laws of statistics’ in the sense of guiding principles on which I develop my case, rather than universal truths. Nor am I suggesting that visual inspection of trends is a substitute for careful application of statistical testing. But developing skills of visual inspection may enable more people to develop a sense of what a trend-curve might be signalling, and have a more informed discussion with those generating and interpreting such data.