State Space Models

All state space models are written and estimated in the R programming language. The models are available here with instructions and R procedures for manipulating the models here here.

Saturday, September 3, 2016

Coal Will Make Reducing Energy Intensity Difficult


The New York Times ran an article on Aug 30 titled The Challenge of Cutting Coal Dependence. The article focuses on the problems Germany, "a leader in the push against climate change", is having reducing dependence on coal production. Coal is Germany's main and dirtiest source of electricity generation. And, the same is true for many other countries, for example the US, China, and India. The problem is how to replace all the jobs that would be lost. No one has a practical answer. 


 The graph above of coal consumption over time (from the NYT article) shows that Germany and the US have basically stabilized their coal consumption. The rest of the world, on the other hand, has not. My main question, when I read the article, was what can we expect from the future.

The graph at the beginning of this post is a forecast of coal production based on the WL20 model (the forecast assumes no policy intervention in the future). It shows that, with relatively narrow bootstrap 98% prediction intervals, coal production will not stabilize until well after the year 2100.
Compare that forecast to the one, also drawn from the WL20 model, of oil production. The model predicts that oil production has peaked, again with a high degree of confidence, and will decline for the foreseeable future (with or without policy intervention).

While we have been optimistic about the role reduced oil production will have in future carbon emissions, we have missed the major roadblock to reducing carbon intensity. Coal is a plentiful and easily obtained resource. Mining coal creates jobs. The NY Times article concludes with a quote from Craig Morris, an environmental blogger: "Several degrees of warming by 2100 may sound scary, but not nearly as much as long-term joblessness just a few years from now."

Friday, June 17, 2016

Should Britain Exit the EU (Brexit?)



The PBS News Hour featured a segment tonight (above and here) asking whether "...the economic cost of Brexit is too great?" Brexit stands for BRitain EXiting the European Union. The United Kingdom European Union Membership Referendum will be held on June 23, 2016 to decide the issue.

In the video above, the News Hour presented an interesting debate held at the Oxford Union where heavy weight politicians made the case for and against Brexit. The arguments are interesting and well stated but seemed to be based on the idea that "since no one can know what will really happen," the issue must be resolved by debate. In the end, most of the students attending voted to stay in the EU.

The reason "no one can know the outcome" is that Brexit involves a counterfactual. No country has ever exited the EU and there is no historical experience that can be applied to decide what might happen if Britain did. As readers who follow Fact, Fiction and Forecast know, historical data can be applied to the question if you have models of both the British and the EU economies and if those models can be simulated under different conditions. The challenge is to choose those "different conditions" in a convincing manner.

Without going into a great deal of detail, two state models are available: UK20 and EU20. For the late 20th and early 21st century, the EU20 model is primarily being driven by the world system (outputs for the WL20 model) while the UK20 model is primarily being drive by outputs from the EU20 model. One might easily jump to the conclusion that since the UK20 model was primarily driven by the EU20 model, the logic of staying in the EU is obvious. However, the real counterfactual question is what will happen in the future.

To pose this question, I simulated the UK20 model being driven by the EU20 model and then simulated a version of the UK model with no inputs (the Go-it-Alone scenario). If the EU has been holding back the UK, this comparison would demonstrate the drag being placed on the UK by EU membership. Go-it-Alone is not the only possible strategy for the UK (I'll talk about that below) but these two models are actually the best models for the UK economic system when compared against a number of other competitors.

The graphic above is the attractor path simulation of UK GDP using the state of the EU20 model as input. The red dashed line is the attractor path. The green and red dashed lines are the 98% bootstrap prediction intervals. With a high degree of confidence, the model predicts that the British economy will peak sometime in the 2030s.

The next graphic above is a free simulation of the UK20 model starting in 1960 with no inputs (the Go-it-Alone scenario). In the alternate future, the EU economic system is predicted to peak in 2020 and decline rapidly after that. There is some probability that the economy might peak somewhat later in 2035 (the dashed green line), but there is a higher probability of significant decline after 2020. Also notice that the confidence intervals are wider meaning that this is a less precise prediction.

GDP isn't the only criterion measure we might look at (What about labor force issues? If you are interested, let me know). And, there are many other strategies Britain might choose after leaving the EU and Go-it-Alone is only one. Britain could choose to aline itself either with the US or with the entire World System, bypassing the EU. I have also estimated these alternative models and they are inferior to the ones presented above meaning that the prediction intervals would be even wider.

We will all have to wait for the referendum results on June 23, 2016 and then have to wait again for 2020, 2030, 2040 and 2050 to see what the future may hold. Myself and many of the "heavy weight politicians" who argued the case at the Oxford Union will no longer be alive to see the future that unfolds but many of the students will. Their intuitions, expressed in their votes, seems to favor staying in the EU (as does the counterfactual simulation, the fiction and the forecasts presented above).

EXTRA CREDIT

Assume that Britain stays in the EU.  There are people who now favor Brexit who will argue, at the first signs of slowing in the UK economy, that the reason is having chosen to stay in the EU. What will you say to them?