Economic forecasting came in for much criticism at the time of the financial crisis and credit crunch. Few economists had predicted the crisis and its consequences. Even Queen Elizabeth II, on a visit to the London School of Economics in November 2008, asked why economists had got it so wrong. Similar criticisms have emerged since the Brexit vote, with economic forecasters being accused of being excessively pessimistic about the outcome.
The accuracy of economic forecasts was one of the topics discussed by Andy Haldane, Chief Economist at the Bank of England. Speaking at the Institute for Government in London, he compared economic forecasting to weather forecasting (see section from 15’20” in the webcast):
“Remember that? Michael Fish getting up: ‘There’s no hurricane coming but it will be very windy in Spain.’ Very similar to the sort of reports central banks – naming no names – issued pre-crisis, ‘There is no hurricane coming but it might be very windy in the sub-prime sector.” (18’40”)
The problem with the standard economic models which were used for forecasting is that they were essentially equilibrium models which work reasonably well in ‘normal’ times. But when there is a large shock to the economic system, they work much less well. First, the shocks themselves are hard to predict. For example, the sub-prime crisis in 2007/8 was not foreseen by most economists.
Then there is the effect of the shocks. Large shocks are much harder to model as they can trigger strong reactions by consumers and firms, and governments too. These reactions are often hugely affected by sentiment. Bouts of pessimism or even panic can grip markets, as happened in late 2008 with the collapse of Lehman Brothers. Markets can tumble way beyond what would be expected by a calm adjustment to a shock.
It can work the other way too. Economists generally predicted that the Brexit vote would lead to a fall in GDP. However, despite a large depreciation of sterling, consumer sentiment held up better than was expected and the economy kept growing.
But is it fair to compare economic forecasting with weather forecasting? Weather forecasting is concerned with natural phenomena and only seeks to forecast with any accuracy a few days ahead. Economic forecasting, if used correctly, highlights the drivers of economic change, such as government policy or the Brexit vote, and their likely consequences, other things being equal. Given that economies are constantly being affected by economic shocks, including government or central bank actions, it is impossible to forecast the state of the macroeconomy with any accuracy.
This does not mean that forecasting is useless, as it can highlight the likely effects of policies and take into account the latest surveys of, say, consumer and business confidence. It can also give the most likely central forecast of the economy and the likely probabilities of variance from this central forecast. This is why many forecasts use ‘fan charts’: see, for example, Bank of England forecasts.
What economic forecasts cannot do is to predict the precise state of the economy in the future. However, they can be refined to take into account more realistic modelling, including the modelling of human behaviour, and more accurate data, including survey data. But, however refined they become, they can only ever give likely values for various economic variables or likely effects of policy measures.
Webcast
Andy Haldane in Conversation Institute for Government (5/1/17)
Articles
‘Michael Fish’ Comments From Andy Haldane Pounced Upon By Brexit Supporters Huffington Post, Chris York (6/1/17)
Crash was economists’ ‘Michael Fish’ moment, says Andy Haldane BBC News (6/1/17)
The Bank’s ‘Michael Fish’ moment BBC News, Kamal Ahmed (6/1/17)
Bank of England’s Haldane admits crisis in economic forecasting Financial Times, Chris Giles (6/1/17)
Chief economist of Bank of England admits errors in Brexit forecasting BBC News, Phillip Inman (5/1/17)
Economists have completely failed us. They’re no better than Mystic Meg The Guardian, Simon Jenkins (6/1/17)
Five things economists can do to regain trust The Guardian, Katie Allen and Phillip Inman (6/1/17)
Andy Haldane: Bank of England has not changed view on negative impact of Brexit Independent, Ben Chu (5/1/17)
Big data could help economists avoid any more embarrassing Michael Fish moments Independent, Hamish McRae (7/1/17)
Questions
- In what ways does economic forecasting differ from weather forecasting?
- How might economic forecasting be improved?
- To what extent were the warnings of the Bank of England made before the Brexit vote justified? Did such warnings take into account actions that the Bank of England was likely to take?
- How is the UK economy likely to perform over the coming months? What assumptions are you making here?
- Brexit hasn’t happened yet. Why is it extremely difficult to forecast today what the effects of actually leaving the EU will be on the UK economy once it has happened?
- If economic forecasting is difficult and often inaccurate, should it be abandoned?
- The Bank of England is forecasting that inflation will rise in the coming months. Discuss reasons why this forecast is likely to prove correct and reasons why it may prove incorrect.
- How could economic forecasters take the possibility of a Trump victory into account when making forecasts six months ago of the state of the global economy a year or two ahead?
- How might the use of big data transform economic forecasting?
Behavioural economists study how people’s buying, selling and other behaviour responds to various incentives and social situations. They don’t accept the simplistic notion that people are always rational maximisers. As the Livemint article below states, “According to behavioural economists, the human brain neither has the time nor the ability to process all the information involved in decision making, as assumed by the rational model.” Instead, rationality is bounded: people use simple rules of thumb in making decisions – rules they have developed over time in the light of experience.
So can people’s behaviour be altered by understanding their limited rationality? Advertisers are only too well aware of a number of psychological ‘tricks’ to change people’s purchasing behaviour. For example, wanting to be approved of by your friends is used by advertisers to sell various fashion products and toiletries. Often, people need only a relatively small ‘nudge’ to change the way they behave.
And it is not just advertisers who are using the insights of behavioural economics. Governments are increasingly trying to find ways of nudging people to behave in ways that are better for themselves or for society.
In 2010, David Cameron set up a ‘Nudge Unit’, formally know as ‘The Behavioural Insights Team‘. It has produced a number of academic papers on topics as diverse as tax compliance, incentives for university attendance, charitable giving in the workplace and using SMS reminders to reduce missed hospital appointments. The academic evidence can then be use as the basis for policy.
Another nudge unit has been set up in Australia (see second article below). The USA, Singapore and various other countries are increasingly using the insights of behavioural economics to devise policy to affect human behaviour.
Two recent pieces of work by the UK team concern ways of discouraging doctors from over-prescribing antibiotics and using encouraging text messages to FE students to reduce dropout rates. Another nudge has been used by the tax authorities (HMRC) who have been sending out texts to remind people to pay their taxes on time and to make them aware that they are being monitored. The message read, “Most people pay on time to avoid penalties”.
The articles below look at these recent initiatives and how human behaviour can be changed in a relatively low-cost way. In most cases this involves a simple nudge.
Articles
Nudge-unit trials reveal best ways to prod people Sydney Morning Herald, Nick Miller (29/8/15)
Government ‘nudge unit’ to attempt to change people’s behaviours Sydney Morning Herald, Nick Miller (15/9/16)
New frontiers of human behaviour Livemint, Biju Dominic (15/9/16)
Doctors ‘nudged’ into prescribing far fewer antibiotics New Scientist (15/9/16)
GPs handing out fewer antibiotics after warning of over-prescribing, says study BT (15/9/16)
Study of colleges shows ‘encouraging’ texts dramatically cut dropout rates FE Week, Paul Offord (22/7/15)
The text messages getting teenagers better grades BBC Today Programme, David Halpern and Fiona Morey (15/9/16)
Ping! Pay your tax now or face a penalty. HMRC sends out ‘threatening’ SMS texts to taxpayers The Telegraph, Christopher Hope (15/9/16)
Publications of Behavioural Insights Team
Publications list BIT
The Behavioural Insights Team’s Update Report: 2015–16: overview BIT (15/9/16)
The Behavioural Insights Team’s Update Report: 2015–16 BIT (15/9/16)
Blog BIT
Questions
- Explain what is meant by bounded rationality.
- Give some examples from your own behaviour of decisions made using rules of thumb.
- Should we abandon models based on the assumption of rational maximising behaviour (e.g. attempts to maximise consumer surplus or to maximise profit)?
- Find out some other examples of how people might be nudged to behave in ways that are in their own interest or that of society.
- How might people be nudged to eat more healthily or to give up smoking?
- To what extent can financial incentives, such as taxes, fines, grants or subsidies be regarded nudging? Explain.
- Why, do you think, the message by an Australian hospital, “if you attend, the hospital will not lose the $125 we lose when a patient does not turn up” was successful in reducing missed appointments by 20%, while the message, “if you do not attend, the hospital loses $125” was not as effective?
This rather strange question has been central to a storm that has been brewing between various celebrity chefs, including Jamie Oliver and Hugh Fearnley-Whittingstall, and the supermarkets. Supermarkets say that consumers don’t want irregular shaped vegetables, such as carrots, parsnips and potatoes. ‘Nonsense’, say their critics.
At the centre of the storm are the farmers, who find a large proportion of their vegetables are rejected by the supermarkets. And these are vegetables which are not damaged or bad – simply not of the required shape. Although these rejected vegetables have been described as ‘wonky’, in fact many are not wonky at all, but simply a little too large or too small, or too short or too long. Most of these vegetables are simply wasted – ploughed back into the ground, or at best used for animal feed.
And it’s not just shape; it’s colour too. Many producers of apples find a large proportion being rejected because they are too red or not red enough.
But do consumers really want standardised fruit vegetables? Are the supermarkets correct? Are they responding to demand? Or are they attempting to manipulate demand?
Supermarkets claim that they are just responding to what consumers want. Their critics say that they are setting ludicrously rigid cosmetic standards which are of little concern to consumers. As Hugh Fearnley-Whittingstall states:
‘It’s only when you see the process of selection on the farm, how it has been honed and intensified, it just looks mad. There are many factory line systems where you have people looking for faults on the production line; in this system you’re looking for the good ones.
What we’re asking supermarkets to do is to relax their cosmetic standards for the vegetables that all get bagged up and sold together. It’s about slipping a few more of the not-so-perfect ones into the bag.’
In return, consumers must be prepared to let the supermarkets know that they are against these cosmetic standards and are perfectly happy to buy slightly more irregular fruit and vegetables. Indeed, this is beginning to happen through social media. The pressure group 38 degrees has already taken up the cause.
But perhaps consumers ‘voting with their feet’ is what will change supermarkets’ behaviour. With the rise of small independent greengrocers, many from Eastern Europe, there is now intense competition in the fruit and vegetables market in many towns and cities. Perhaps supermarkets will be forced to sell slightly less cosmetically ‘perfect’ produce at a lower price to meet this competition.
Videos
Hugh’s War on Waste Episode 1 BBC on YouTube, Hugh Fearnley-Whittingstall (2/11/15)
Hugh’s War on Waste Episode 2 BBC on YouTube, Hugh Fearnley-Whittingstall (9/11/15)
Articles
Hugh Fearnley-Whittingstall rejects Morrisons’ ‘pathetic’ wonky veg trial The Guardian, Adam Vaughan (9/11/15)
Jamie Oliver leads drive to buy misshapen fruit and vegetables The Guardian, Rebecca Smithers (1/1/15)
Hugh Fearnley-Whittingstall’s war over wonky parsnips The Telegraph, Patrick Foster (30/10/15)
Asda extends ‘wonky’ fruit and veg range Resource, Edward Perchard (4/11/15)
Wearne’s last farmer shares memories and laments loss of farming community in Langport area Western Gazette, WGD Mumby (8/11/15)
Viewpoint: The rejected vegetables that aren’t even wonky BBC News Magazine (28/10/15)
Viewpoint: The supermarkets’ guilty secret about unsold food BBC News Magazine (6/11/15)
Questions
- What market failures are there is the market for fresh fruit and vegetables?
- Supermarkets are oligopsonists in the wholesale market for fruit and vegetables. What is the implication of this for (a) farmers; (b) consumers?
- Is there anything that (a) consumers and (b) the government can do to stop the waste of fruit and vegetables grown for supermarkets?
- How might supermarkets estimate the demand for fresh fruit and vegetables and its price elasticity?
- What can supermarkets do with unsold food? What incentives are there for supermarkets not to throw it away but to make good use of it?
- Could appropriate marketing persuade people to be less concerned about the appearance of fruit and vegetables? What form might this marketing take?
A recent article on this blog discussed the likelihood that we will soon move to a cashless society. It is therefore interesting to consider the implications that this might have for consumer behaviour. We might expect the form of payment to make no difference to a rational consumer. However, there is considerable evidence to suggest that this is not the case.
One reason why people appear to spend more freely on credit cards is payment decoupling – you get utility from the item purchased before you pay the cost. However, more recent evidence suggests that this is not the only relevant factor. It appears that the degree of transparency of the payment method also has an effect. Psychologists quoted in the above article conclude from their experimental evidence that:
Payment modes differ in the transparency with which individuals can feel the outflow of money. ….with cash being the most transparent payment mode.
This effect also appears to make people spend cash less freely.
The author of the above article spent some time experimenting with trying to make all his purchases using cash. He found that by doing so, he was able to reduce his spending by about 10%. However, this seems likely to become harder to do in the future and, as the article concludes, it is already difficult to purchase some items with cash.
Article
Why does foreign money seem like play money? Science Codex (04/06/07)
Questions
- What type of products is it already difficult to purchase with cash?
- How did the psychologists test the transparency of payment methods?
- Do you think the consumer behaviour described above is likely to persist in the long-run?
- Might firms be able to take advantage of the consumers behave described above?
- Do you think the transparency of foreign currencies is the main reason why people spend more when they are abroad?
When people shop in supermarkets they often look for what’s on special offer. After all, everyone likes a bargain. About 35–37% of supermarket items are on special offer at any one time and around 50% of the money spent by customers is on such items.
But things aren’t always as they seem. Supermarkets use clever marketing to persuade people that they’re getting a good deal, while sometimes it’s nothing of the sort. Examples include putting up prices for a while and then reducing them again saying “huge reduction”; or promoting an offer of, say, “three for £2”, when you could buy an individual item for 60p; or using the word “now” £2.50 to imply that the previous price was higher, when in fact it wasn’t; or selling a double-sized “value pack” for more than double the price of the regular size. These tricks are commonplace in supermarkets.
Sometimes the wary consumer will be able to find out which offers are genuine, but it’s not always that easy. And even if you do buy something at a genuine discount, is it something you really want? Or have you been persuaded to buy it simply because it’s on offer? Supermarkets study consumers’ psychology. They find clever ways of promoting products to make us feel that we have done well in getting a bargain.
The following programme in the BBC’s Panorama series looks at the big four supermarkets in the UK – Tesco, Asda, Sainsbury’s and Morrisons – which between then have 68% of supermarket sales. It gives examples of some of the not so special offers and how consumers are being hoodwinked.
Webcast
Revealed: The truth about supermarket ‘bargains’ BBC Panorama (clip), Sophie Raworth (5/12/11)
The Truth About Supermarket Price Wars BBC Panorama (full programme), Sophie Raworth (5/12/11)
Articles
What you need to know about the supermarket price wars Totally Money (7/12/11)
Supermarkets accused of misleading consumers The Telegraph, Nick Collins (5/12/11)
Supermarket price war: Can they all be cheapest? BBC News, Anthony Reuben (9/12/11)
Are Our Retailers Criminals? International Supermarket News, Laura Elliott (6/12/11)
Supermarket deals “not what they seem” warns expert Retail Gazette, Gemma Taylor (6/12/11)
Questions
- What types of misleading offers are identified in the Panorama report?
- For what reasons are consumers “taken in” by such offers? Does this imply that consumers are irrational?
- Does intense oligopolistic competition between the big four supermarkets lead to lower prices?
- How is it possible for two supermarkets to claim that they are cheaper than the other? How would you decide which supermarket was generally cheaper?
- Why might it be difficult for an independent agency to do a comparison of prices of different supermarket chains?