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?
Recent reports in the media have included headlines such as “Sexist surcharge” and “Pink premium?” Various claims have been made that women pay significantly higher prices for similar products than men.
The Times newspaper recently published the results from an investigation it carried out on the prices of hundreds of similar products that were marketed at both men and women. The study found that those products marketed at women cost 37% more on average than similar versions that were marketed at men. Examples included:
- Disposable razors: Tesco priced a packet of five of its own-brand disposable razors for women at £1. The key characteristic that targeted the razors at female customers was the colour – they were pink. For the same price, a packet targeted at male customers (i.e. they were blue) contained 10 disposable razors.
- Ballpoint pens: Staples priced a packet of five pastel-coloured Bic pens marketed ‘for her’ at £2.99. A packet of five Bic pens that were not in the ‘for her’ range (i.e. they had transparent barrels) were priced at £1.98.
- Scooters: Argos increased the price of a child’s scooter by £5 if it was pink instead of blue.
Maria Miller, the chair of the Women and Equalities Select Committee, stated that:
“It is unacceptable that women face higher costs for the same product just because they are targeted at women. Retailers have got to explain why they do this.”
A more detailed study carried out by New York City’s Department of Consumer Affairs was published in December 2015. Average prices were collected for 794 individual items across 5 different industries. The key findings were that products marketed at women were:
- 7 per cent more for toys and accessories
- 4 per cent more for children’s clothing
- 8 per cent more for adult clothing
- 13 per cent more for personal care products
- 8 per cent more for health products
Interestingly whereas the investigation in the UK only found examples of women paying higher prices than men, the New York study found some goods where the price was higher for men.
Reports in the media have claimed that this is clear evidence of price discrimination. Although this is likely to be true, it is impossible to say for certain without more detailed information on costs.
For example, when referring to the higher price for the razors marketed at women in the UK study, Richard Hyman, an analyst at RAH Advisory, stated that:
“the packaging will be different and they will sell fewer so it could be to do with the volume”
If economies of scale and the different costs of packaging can fully account for the difference in prices between the razors then it is not an example of price discrimination.
Articles
Questions
- Define price discrimination.
- Outline and explain the three different categories of price discrimination.
- Could a situation where a firms charges all of its customers the same price for a good or service ever be classed as an example of price discrimination?
- A firm with market power may still not be able to successfully implement a policy of price discrimination. Explain why.
- Under what circumstances could price discrimination improve allocative efficiency?
One type of market failing is the asymmetric information between producers and consumers. Advertising, branding and marketing can either help to reduce consumers’ limited information or play on ignorance to mislead consumers.
Misleading consumers is what the pharmaceutical company Reckitt Benckiser is accused of doing with its Nurofen brand of painkillers. There are very few types of painkiller – the most common three being paracetamol, ibuprofen and aspirin. These are sold cheaply in chemists as unbranded ‘generic products’. Or you can buy much more expensive branded versions of the same drugs. Many people believe that the branded versions are more effective as they are cleverly marketed.
Reckitt Benckiser has been found guilty by the Australian federal court of deceiving consumers. The company produces various varieties of Nurofen, each claiming to target a particular type of pain. But Nurofen Back Pain, Nurofen Period Pain, Nurofen Migraine Pain and Nurofen Tension Headache are in fact identical! And in many outlets, they were sold at different prices – a form of price discrimination reflecting the strength of demand by consumers for a particular type of pain relief.
And now the UK Advertising Standards Authority is investigating the company over whether its adverts for Nurofen Express are misleading by stating that the product ‘gives you faster headache relief than standard paracetamol or ibuprofen’. Also it is investigating the company’s claim that its products directly target muscles in the head. Both Nurofen Migraine Pain and Nurofen Tension Headache claim on the front of the box to provide ‘targeted rapid relief’.
The company adopts similar practices in its combined pain-killer and decongestant drugs for relieving cold symptoms. For example, its Nurofen Cold and Flu Relief, Nurofen Day and Night Cold and Flu, Nurofen Sinus and Blocked Nose and Nurofen Sinus Pain Relief all contain the same quantities of ibuprofen and the decongestant phenylephrine hydrochloride, but each claims to do something different.
So there are various issues here. The first is whether excessive profits are made by charging a price typically 3 to 4 times greater than the identical generic version of the drug; the second is whether the company deliberately misleads consumers by claiming that a particular version of the drug targets a particular type of pain; the third is whether ‘faster acting’ versions are significantly different; the fourth is whether price discrimination is being practised.
Articles
Nurofen maker Reckitt Benckiser suffers advertising headaches Financial Times, Robert Cookson and Scheherazade Daneshkhu (15/12/15)
Nurofen Express advertising claims probed by UK watchdog BBC News (15/12/15)
ASA probing ‘misleading’ painkiller claims in advert by drug firm behind Nurofen The Telegraph, Tom Morgan and agency (15/12/15)
The great painkiller con: Top drug brands accused of huge mark-ups and misleading claims Mail Online, Sean Poulter and John Naish (16/12/15)
Nurofen Under Investigation By UK Watchdog Over Claims Advert ‘Misled’ Customers Huffington Post, Natasha Hinde (15/12/15)
Australian Competition & Consumer Comission media release
Court finds Nurofen made misleading Specific Pain claims ACCC (14/12/15)
Questions
- Is price discrimination always against the consumer’s interests?
- What form of price discrimination is being practised in the case of Nurofen?
- How, do you think, does Reckitt Benckiser decide the prices it charges retailers for its pain killers and how, do you think, do retailers determine the price they charge consumers for them?
- Is it a reasonable assumption that branded products in most cases are better than own-brand or generic versions? How is behavioural theory relevant here?
- If Reckitt Benckiser were banned from using the word ‘targets’ when referring to one of its product’s effect on particular type of pain, could the company instead use the words ‘suitable for’ relieving a particular type of pain and thereby avoid misleading consumers?
- What is the best way of improving consumer knowledge about particular types of over-the-counter drugs and their effects on the body?
- Comment on the following statement by Dr Aomesh Bhatt, the company’s medical affairs director: ‘The Nurofen specific-pain range was launched with an intention to help consumers navigate their pain relief options, particularly within the grocery environment where there is no healthcare professional to assist decision making.’
In a blog post on 1 May this year, What’s really on offer?, we looked at the ‘super-complaint‘ by Which? to the Competition and Markets Authority (CMA) about supermarket special offers. The complaint referred to bogus price reductions, ‘cheaper’ multi-buys which weren’t cheaper, smaller pack sizes and confusing special offers. Under the rules of super-complaints, the CMA had 90 days from the receipt of the complaint on 21 April 2015 to publish a response. It has now done so.
Here is an extract from its press release:
In its investigation the CMA found examples of pricing and promotional practices that have the potential to confuse or mislead consumers and which could be in breach of consumer law. Where there is evidence of breaches of consumer law this could lead to enforcement action.
However, it has concluded that these problems are not occurring in large numbers across the whole sector and that generally retailers are taking compliance seriously to avoid such problems occurring. The CMA also found that more could be done to reduce the complexity in unit pricing to make it a more useful comparison tool for consumers. …Nisha Arora, CMA Senior Director, Consumer, said:
‘We have found that, whilst supermarkets want to comply with the law and shoppers enjoy a wide range of choices, with an estimated 40% of grocery spending being on items on promotion, there are still areas of poor practice that could confuse or mislead shoppers. So we are recommending further action to improve compliance and ensure that shoppers have clear, accurate information.
Although the CMA believes that misleading pricing is not as widespread as consumer groups have claimed, 
in some cases the supermarkets could be fined. The CMA also says that it will work with the supermarkets to eliminate misleading information in promotions.
In addition it recommends that the Department for Business, Innovation and Skills (BIS) publishes guidelines for supermarkets on displaying unit prices in a consistent way. It also recommends that legislation should be simplified on how items should be unit-priced.
The following articles look at the implications of the CMS’ findings.
Articles
Some UK supermarket promotions are misleading, watchdog says Financial Times, Andrea Felsted (16/7/15)
Shoppers beware: Grocers ‘confusing’ consumers with special offers, unit pricing, says government investigation International Business Times, Graham Lanktree (16/7/15)
Supermarket pricing: CMA finds ‘misleading tactics BBC News, Brian Milligan (16/7/15)
How special are special offers? BBC News, Kamal Ahmed (16/7/15)
CMA publications
Response to super-complaint: link to elements of report CMA (16/7/15)
Questions
- Give some examples of the types of promotion used by supermarkets?
- In what ways might such promotions be misleading?
- How is competition from Aldi and Lidl affecting pricing and promotions in the ‘big four’ supermarkets (Tesco, Sainsbury’s, Asda and Morrisons)?
- What cost and other advantages do Aldi and Lidl have over the big four? How might the big four reduce costs?
- Are misleading promotions systemic across the industry?
- How can behavioural economics help to explain consumers’ response to promotions in supermarkets?
- What is meant by ‘heuristics’? How might supermarkets exploit consumers’ use of heuristics in their promotions?
For years, the UK consumer organisation, Which?, has exposed misleading supermarket pricing practices. These include bogus price reductions, ‘cheaper’ multi-buys, smaller pack sizes and confusing special offers. Claiming that these practices are still continuing, Which? has made a super-complaint (available to designated consumer bodies) to the competition regulator, the Competition and Markets Authority (CMA).
Commenting on this action, Which? executive director, Richard Lloyd said:
“Despite Which? repeatedly exposing misleading and confusing pricing tactics, and calling for voluntary change by the retailers, these dodgy offers remain on numerous supermarket shelves. Shoppers think they’re getting a bargain but in reality it’s impossible for any consumer to know if they’re genuinely getting a fair deal.
We’re saying enough is enough and using one of the most powerful legal weapons in our armoury to act on behalf of consumers by launching a super-complaint to the regulator. We want an end to misleading pricing tactics and for all retailers to use fair pricing that people can trust.”
The CMA will consider the issues raised under the super-complaint to establish whether any of them are significantly harming the interests of consumers. It will publish a response within 90 days from the receipt of the complaint on 21 April 2015. The possible outcomes include:
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recommending the quality and accessibility of information for consumers is improved |
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encouraging businesses in the market to self-regulate |
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making recommendations to government to change the legislation or public policy |
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taking competition or consumer enforcement action |
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instigating a market investigation or market study |
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a clean bill of health |
Some 40% of groceries are sold on promotion. Supermarkets are well aware that consumers love to get a bargain and use promotions to persuade consumers to buy things they might not otherwise have done.
What is more, consumer rationality is bounded by the information and time available. People are often in a hurry when shopping; prices change frequently; people are often buying numerous low-value items; and they don’t know what competitors are charging. People may thus accept an offer as genuine and not spend time investigating whether it is so. Supermarkets know this and use all sorts of tactics to try to persuade people that they are indeed getting a bargain.
Videos
Supermarkets Face Super-Complaint On Pricing Sky News (21/4/15)
UK supermarkets face possible probe over pricing practices Reuters, Neil Maidment (21/4/15)
Which? launches ‘super-complaint’ against supermarkets BBC News, Stephanie McGovern (21/4/15)
Articles
UK supermarkets dupe shoppers out of hundreds of millions, says Which? The Guardian, Rebecca Smithers (21/4/15)
Supermarkets face inquiry into ‘rip-offs’ The Telegraph, Dan Hyde (21/4/15)
15 supermarket rip-offs that led to an inquiry The Telegraph, Dan Hyde (21/4/15)
What does Which?’s supermarket pricing complaint mean for you? The Guardian (21/4/15)
Supermarkets hit back over Which? report on pricing Financial Times (21/4/15)
Press release
Which? ‘super-complains’ about misleading supermarket pricing practices Which? (21/4/15)
CMA case page
Groceries pricing super-complaint Competition and Markets Authority (21/4/15)
Questions
- Give examples of supermarket offers that are misleading.
- Why are supermarkets able to ‘get away with’ misleading offers?
- How can behavioural economics help to explain consumer behaviour in supermarkets?
- Identify some other super-complaints have been made to the CMA or its predecessor, the Office of Fair Trading. What were the outcomes from the resulting investigations.
- What is meant by ‘heuristics’? How might supermarkets exploit consumers’ use of heuristics in their promotions?
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.
