A number of famous Business Schools in the UK and US such as MIT Sloan, NYU Stern and Imperial College have launched new programmes in business analytics. These courses have been nicknamed ‘Big Data finishing school’. Why might qualifications in this area be highly valued by firms?
Employees who have the skills to collect and process Big Data might help firms to successfully implement a pricing strategy that approaches first-degree price discrimination.
First-degree price discrimination is where the seller of a product is able to charge each consumer the maximum price he or she is prepared to pay for each unit of the product. Successfully implementing this type of pricing strategy could enable a firm to make more revenue. It might also lead to an increase in economic efficiency. However, the strategy might be opposed on equity grounds.
In reality, perfect price discrimination is more of a theoretical benchmark than a viable pricing strategy. Discovering the maximum amount each of its customers is willing to pay is an impossible task for a firm.
It may be possible for some sellers to implement a person-specific pricing strategy that approaches first-degree price discrimination. Firms may not be able to charge each customer the maximum amount they are willing to pay but they may be able to charge different prices that reflect customers’ different valuations of the product.
How could a firm go about predicting how much each of its customers is willing to pay? Traditionally smaller sellers might try to ‘size up’ a customer through individual observation and negotiation. The clothes people wear, the cars they drive and their ethnicity/nationality might indicate something about their income. Second-hand car dealers and stall-holders often haggle with customers in an attempt to personalise pricing. The starting point of these negotiations will often be influenced by the visual observations made by the seller.
The problem with this approach is that observation and negotiation is a time-consuming process. The extra costs involved might be greater than the extra revenue generated. This might be especially true for firms that sell a large volume of products. Just imagine how long it would take to shop at a supermarket if each customer had to haggle with a member of staff over each item in their supermarket trolley!! There is also the problem of designing compensation contracts for sales staff that provide appropriate incentives.
However the rise of e-commerce may lead to a very different trading environment. Whenever people use their smart phones, laptops and tablets to purchase goods, they are providing huge amounts of information (perhaps unconsciously) to the seller. This is known as Big Data. If this information can be effectively collected and processed then it could be used by the seller to predict different customers’ willingness to pay.
Some of this Big Data provides information similar to that observed by sellers in traditional off-line transactions. However, instead of visual clues observed by a salesperson, the firm is able to collect and process far greater quantities of information from the devices that people use.
For example, the Internet Protocol (IP) address could be used to identify the geographical location of the customer: i.e. do they live in a relatively affluent or socially deprived area? The operating system and browser might also indicate something about a buyer’s income and willingness to pay. The travel website, Orbitz, found that Apple users were 40 per cent more likely to book four or five star hotel rooms than customers who used Windows.
Perhaps the most controversial element to Big Data is the large amount of individual-level information that exists about the behaviour of customers. In particular, browsing histories can be used to find out (a) what types of goods people have viewed (b) how long they typically spend on-line and (c) their previous purchase history. This behavioural information might accurately predict price sensitivity and was never available in off-line transactions.
Interestingly, there has been very little evidence to date that firms are implementing personalised pricing on the internet. One possible explanation is that effective techniques to process the mass of available information have not been fully developed. This would help to explain the growth in business analytics courses offered by universities. PricewaterhouseCoopers recently announced its aim to recruit one thousand more data scientists over the next two years.
Another possible explanation is that firms fear a backlash from customers who are deeply opposed to this type of pricing. In a widely cited survey of consumers, 91% of the respondents believed that first-degree price discrimination was unfair.
Articles
Big data is coming for your purchase history – to charge you more money The Guardian, Anna Bernasek and DT Mongan (29/5/15)
Big data is an economic justice issue, not just a Privacy Problem The Huffington Post, Nathan Newman (16/5/15)
MIT’s $75,000 Big Data finishing school (and its many rivals) Financial Times, Adam Jones (20/3/16)
The Government’s consumer data watchdog New York Times, Natasha Singer (23/5/2015)
The economics of big data and differential pricing The Whitehouse blog, Jason Furman, Tim Simcoe (6/2/2015)
Questions
- Explain the difference between first- and third-degree price discrimination.
- Using an appropriate diagram, explain why perfect price discrimination might result in an economically more efficient outcome than uniform pricing.
- Draw a diagram to illustrate how a policy of first-degree price discrimination could lead to greater revenue but lower profits for a firm.
- Why would it be so difficult for a firm to discover the maximum amount each of its customers was willing to pay?
- Explain how the large amount of information on the individual behaviour of customers (so-called Big Data) could be used to predict differences in their willingness to pay.
- What factors might prevent a firm from successfully implementing a policy of personalised pricing?
In June 2014, the Gas and Electricity Markets Authority (which governs the energy regulator, Ofgem) referred Great Britain’s retail and wholesale gas and electricity markets to the Competition and Markets Authority (CMA). The market is dominated by the ‘big six‘ energy companies (British Gas, EDF, E.ON, npower, Scottish Power and SSE) and Ofgem suspected that this oligopoly was distorting competition and leading to higher prices.
The CMA presented its report on 10 March 2016. It confirmed its preliminary findings of July and December 2015 “that there are features of the markets for the supply of energy in Great Britain that result in an adverse effect on competition”. It concludes that “the average customer could save over £300 by switching to a cheaper deal” and that “customers could have been paying about £1.7 billion a year more than they would in a competitive market”.
It made various recommendations to address the problem. These include “requiring the largest suppliers to provide fuller information on their financial performance” and strengthening the role of Ofgem.
Also the CMA wants to encourage more people to switch to cheaper suppliers. At present, some 70% of the customers of the big six are on default standard variable tariffs, which are more expensive than other tariffs available. To address this problem, the CMA proposes the setting up of “an Ofgem-controlled database which will allow rival suppliers to contact domestic and microbusiness customers who have been stuck on their supplier’s default tariff for 3 years or more with better deals.”
Another area of concern for the CMA is the 4 million people (16% of customers) forced to have pre-payment meters. These tend to be customers with poor credit records, who also tend to be on low incomes. Such customers are paying more for their gas and electricity and yet have little opportunity to switch to cheaper alternatives. 
For these customers the CMA proposed imposing transitional price controls from no later than April 2017 until 2020. These would cut typical bills by some £80 to £90 per year. In the meantime, the CMA would seek to remove “restrictions on the ability of new suppliers to compete for prepayment customers and reduce barriers such as debt issues that make it difficult for such customers to switch”.
Despite trying to address the problem of lack of competition, consumer inertia and barriers to entry, the CMA has been criticised for not going further. It has also been criticised for the method it has chosen to help consumers switch to cheaper alternative suppliers and tariffs. The articles below look at these criticisms.
Podcast
Competition and Markets Authority Energy Report BBC You and Yours (10/3/16)
Articles
Millions could see cut in energy bills BBC News (10/3/16)
Shake-up of energy market could save customers millions, watchdog says The Telegraph, Jillian Ambrose (10/3/16)
UK watchdog divided over energy market reforms Financial Times, Kiran Stacey (10/3/16)
How the CMA energy inquiry affects you Which? (10/3/16)
UK watchdog accused of bowing to pressure from ‘big six’ energy suppliers The Guardian, Terry Macalister (10/3/16)
CMA documents
CMA sets out energy market changes CMA press release (10/3/16)
Energy Market Investigation: Summary of provisional remedies Competition and Markets Authority (10/3/16)
Questions
- Find out the market share of the ‘big six’ and whether this has changed over the past few years.
- What, if any, are the barriers to entry in the gas and electricity retail markets?
- Why are the big six able to charge customers some £300 per household more than would be the case if they were on the cheapest deal?
- What criticisms have been made of the CMA’s proposals?
- Discuss alternative proposals to those of the CMA for dealing with the problem of excessive prices of gas and electricity.
- Should Ofgem or another independent not-for-profit body be allowed to run its own price comparison and switching service? Would this be better than the CMA’s proposal for allowing competitors access to people’s energy usage after 3 years of being with the same company on its standard tariff and allowing them to contact these people?
The government plans to improve broadband access across the country and BT is a key company within this agenda. However, one of the problems with BT concerns its natural monopoly over the cable network and the fact that this restricts competition and hence might prevent the planned improvements.
Ofcom, the communications watchdog has now said that BT must open up its cable network, making it easier for other companies to access. This will allow companies such as Sky, Vodafone and TalkTalk to invest in the internet network in the UK, addressing their criticisms that BT has under-invested in Openreach and this is preventing universal access to decent and affordable broadband. There have been calls for Ofcom to require BT and Openreach to separate, but Ofcom’s report hasn’t required this, though has noted that it ‘remains an option’.
BT has been criticised as relying on old cables that are not sufficient to provide the superfast broadband that the government wants. The report may come as a relief to BT who had perhaps expected that Ofcom might require it to sell its Openreach operation, but it will also remain concerned about Ofcom’s constant monitoring in the years to come. BT commented:
“Openreach is already one of the most heavily regulated businesses in the world but we have volunteered to accept tighter regulation … We are happy to let other companies use our ducts and poles if they are genuinely keen to invest very large sums as we have done.”
Its rivals will also be in two minds about the report, happy that some action will be taken, but wanting more, as Ofcom’s report suggests that “Openreach still has an incentive to make decisions in the interests of BT, rather than BT’s competitors”. A spokesperson for Vodafone said:
“BT still remains a monopoly provider with a regulated business running at a 28% profit margin …We urge Ofcom to ensure BT reinvests the £4bn in excess profits Openreach has generated over the last decade in bringing fibre to millions of premises across the country, and not just make half-promises to spend an unsubstantiated amount on more old copper cable.”
The impact of Ofcom’s report on the competitiveness of this market will be seen over the coming years and with a freer market, we might expect prices to come down and see improved broadband coverage across the UK. In order to achieve the government’s objective with regards to broadband coverage, a significant investment is needed in the network. With BT having to relinquish its monopoly power and the market becoming more competitive, this may be the first step towards universal access to superfast broadband. The following articles consider this report and its implications.
Ofcom opens a road to faster broadband The Guardian, Harriet Meyer and Rob Davies (28/2/16)
Ofcom: BT must open up its Openreach network Sky News (25/2/16)
How Ofcom’s review of BT Openreach could improve your internet service Independent, Doug Bolton (25/2/16)
Ofcom’s digital review boosts faltering broadband network Financial Times, Daniel Thomas (25/2/16)
The Observer view on broadband speeds in Britain The Observer, Editorial (28/2/16)
Ofcom tells BT to open up cable network to rivals’ BBC News (25/2/16)
Ofcom should go further and break up BT Financial Times, John Gapper (25/2/16)
BT escapes forced Openreach spin-off but Ofcom tightens regulations International Business Times, Bauke Schram (25/2/16)
Questions
- Why does BT have a monopoly and how might this affect the price, output and profits in this market?
- Ofcom’s report suggests that the market must be opened up and this would increase competitiveness. How is this expected to work?
- What are the benefits and costs of using regulation in a case such as this, as opposed to some other form of intervention?
- How might a more competitive market increase investment in this market?
- If the market does become more competitive, what be the likely consequences for consumers and firms?
There has been a link between Sainsbury’s and Argos, with Sainsbury’s offering Argos concessions in some stores. But now, we’re looking at a much more significant link, with Sainsbury’s offering £1.3 billion for control of Home Retail Group’s Argos.
Many have questioned the sense of this offer, wondering what Sainsbury’s will gain from purchasing Argos, but Sainsbury’s has indicated it will boost sales, give itself access to a more advanced delivery network and Argos customers. Argos has worked hard to update its image, moving towards a more technology based catalogue and promising same day delivery in a bid to compete with companies, such as Amazon.
Online delivery is a costly business, with suggestions that retailers make losses on each delivery and hence pay customers to shop online. This move by Sainsbury’s may therefore be an investment in expanding its online delivery services and using the infrastructure that Argos already has. This will therefore help Sainsbury’s to invest in this sought after customer service, without having to invest millions into providing the infrastructure in the first place. This move may give Sainsbury’s a first mover advantage in the grocery sector, which may force other competitors to follow suit.
We could write for hours on the ins and outs of this potential deal and undoubtedly commentators will argue both for and against it. The following articles consider the good and bad sides and the future of grocery retailers in the UK.
Why does Sainsbury’s want to buy Argos? BBC News, Katie Hope (01/02/16)
Sainsbury’s agrees terms to buy Home Retail Group in £1.3bn deal The Guardian, Sean Farrell and Sarah Butler (02/02/16)
Sainsbury’s bets on Argos takeover for digital age Reuters, James Davey and Kate Holton (02/02/16)
Sainsbury’s returns with £1.3bn offer for Argos The Telegraph, Jon Yeomans and Ashley Armstrong (02/02/16)
Sainsbury’s could shut up to 200 Argos stores Sky News (12/01/16)
Sainsbury’s strikes deal to buy Home Retail Group Financial Times, Mark Vandevelde, Arash Massoudi and Josh Noble (02/02/16)
Questions
- What are the benefits to Sainsbury’s of taking over Argos?
- Why have many critics been surprised by this take-over?
- What is meant by a first mover advantage?
- Do you think that grocery retailers should diversify further or focus on their core business?
- Commentators suggest that delivery costs more to retailers than the price charged to consumers. Can you illustrate this using cost and revenue curves?
- Online delivery infrastructure is a big fixed cost for a firm. How will this change the shape of a firm’s cost curves and what impact will this have on profits following changes in market output?
- Do you think this take over will cause any concerns by competition authorities?
Pork – a favourite food of many Brits, whether it’s as a key ingredient of a roast dinner or a full English Breakfast! But, British pig farmers may be in for a tricky ride and we might be seeing foreign pork on our plates in the months to come. This is because of the falling price of pork, which may be driving local farmers out of the market.
As we know, market prices are determined by the interaction of demand and supply and as market conditions change, this will affect the price at which pork sells at. This in turn will have an impact on the incomes of farmers and hence on farmers’ ability to survive in the market. According to forecasts from Defra, specialist pig farms are expected to see a fall in income by 46%, from £49,400 to £26,500 in 2016. A key driver of this, is the decline in the price of pork, which have fallen by an average of £10 per pig. This loss in income has led to pig farmers facing the largest declines of any type of farm, even beating the declines of dairy farmers, which have been well-documented.
If we think about the forces of demand and supply and how these have led to such declines in prices, we can turn to a few key things. Following the troubles in Russia and the Ukraine and Western sanctions being imposed on Russia, a retaliation of sorts was Russia banning European food imports. This therefore reduced demand for British pork. Adding to this decline in demand, there were further factors pushing down demand, following suggestions about the adverse impact that bacon and ham have on health. If pig farmers in the UK continue with the number of pigs they have and bearing in mind they would have invested in their pig farms before such bans and warnings were issued, then we see supply being maintained, demand falling and prices being pushed downwards.
Zoe Davies, Chief Executive of the National Pig Association said:
“This year is going to be horrendous for the British pig industry … Trading has been tough for at least 18 months now and we are starting to see people leave. We’re already seeing people calling in saying they’ve decided to give up. All we can hope is that more people leave European pig farms before ours do.”
We can also look to other factors that have been driving pig farmers out of business, including a strong pound, the glut of supply in Europe and productivity in the UK. Lily Hiscock, a commentator in this market said:
“It is estimated that the average pig producer is now in a loss-making position after 18 months of positive margins … The key factors behind the fall in markets are the exchange rate, UK productivity and retail demand … Indeed, pigmeat seems to be losing out to cheaper poultry meat in consumers’ shopping baskets … The recent fall in prices may stimulate additional demand, and a strengthening economy could help, but at present these are hopes rather than expectations.”
The future of British pig farms is hanging in the balance. If the economy grows, then demand may rise, offsetting the fall in demand being driven by other factors. We will also see how the exit of pig farmers affects prices, as each pig farmer drops out of the market, supply is being cut and prices rise. Though this is not good news for the farmers who go out of business, it may be an example of survival of the fittest. The following articles consider the market for pork.
Podcast
UK pork market, Poppers, Scrap Metal BBC Radio 4, You and Yours (28/01/16)
Articles
Drop in global pork prices to bottom out – at 10-year lows agrimoney.com (29/01/16)
UK pork crisis looms as pig farmers expect income to half in 2016 Independent, Zlata Rodionova (5/02/16)
British pig farmers et for horrendous year as pork prices fall Western Morning News (17/01/16)
Questions
- What are they demand-side and supply-side factors which have pushed down the price of pork?
- Illustrate these effects using a demand and supply diagram.
- Into which market structure, would you place the pork industry?
- Using a diagram showing costs and revenues, explain why pig farmers in the UK are being forced out of the market.
- How has the strength of the pound affected pork prices in the UK?
A number of famous Business Schools in the UK and US such as MIT Sloan, NYU Stern and Imperial College have launched new programmes in business analytics. These courses have been nicknamed ‘Big Data finishing school’. Why might qualifications in this area be highly valued by firms? 
How could a firm go about predicting how much each of its customers is willing to pay? Traditionally smaller sellers might try to ‘size up’ a customer through individual observation and negotiation. The clothes people wear, the cars they drive and their ethnicity/nationality might indicate something about their income. Second-hand car dealers and stall-holders often haggle with customers in an attempt to personalise pricing. The starting point of these negotiations will often be influenced by the visual observations made by the seller.
