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3.2.2 UNDERSTANDING MARKETS AND CUSTOMERS – MARKETING
DATAAQA Business
3 DECISION MAKING TO IMPROVE MARKETING PERFORMANCE
Is there a relationship between the following variables:• Amount of effort you put in and homework grades?• The cost of a gift and the pleasure of the recipient?• Hours sleeping and ability to concentrate?• Advertising expenditure and sales?• Your teacher’s car and the time it takes you to get to
college?
• How would you describe each relationship? How strong are the relationships?
3.2.2 UNDERSTANDING MARKETS AND CUSTOMERS
In this topic you will learn about
The interpretation of marketing data
The value of technology in gathering and analysing data for marketing decision making
THE INTERPRETATION OF MARKETING DATA
Inform decision making
Devising strategy
Understanding the market
Identify sales patterns
Realistic target setting
Keeping up to date with market changes
Review of competitors’ actions
Evaluation of past actions
CORRELATION
Identifying a relationship between 2 variables e.g. marketing budget and sales
Correlation can be: Positive
the 2 variables move in the same direction e.g. as temperature goes up ice cream sales go up
Negative the 2 variables move in opposite directions e.g. as road tax prices go up the sales of new 4 x 4s goes
down Zero
there is no relationship between the factors e.g. average rain fall and sales of text books
CORRELATION
The strength of correlation can be expressed on a spectrum from -1 to +1
It can also be shown on a graph by plotting the coordinates and then drawing a line of best fit
-1 0 +1Strong negative Zero Strong positive
Negative Positive
IN PAIRS
Plot each of the following combinations of variables on the spectrum above. Be prepared to justify your decision
a. Price of Coca Cola and sales of Tesco own brand cola
b. Advertising expenditure by Toyota and sales of the Toyota Prius
c. The launch of a new iPhone and profit margins at SuperDry
d. Fuel prices and price of used cars
-1 0 +1Strong negative Zero Strong positive
MULTIPLE CHOICE QUESTION
What is the most likely correlation between an increase in the selling price of a games console and the sales volume of the games that go with it?
a) +1.7
b) +0.4
c) -1.7
d) -0.4
Justify your answer.
CONFIDENCE LEVELS AND INTERVALS
When you sit an exam how confident do you feel about the results?
Are you confident you will achieve a specific grade e.g. a B grade?
Are you confident your grade will fall within certain parameters e.g. between an A and a C grade?
CONFIDENCE LEVELS
Confidence levels reflect the degree of certainty with which a business believes a stated outcome will happen
e.g. 90% confident that research findings are accurate and therefore 1 out of 3 customers will buy the new product
Confidence levels will be affected by factors such as the sampling technique, research method and expertise of the person carrying out and analysing the research
CONFIDENCE INTERVALS
Sampling will never give a 100% accurate picture of the whole population
There will be sampling error
The likely size or significance of this sampling error determines the confidence interval
Confidence intervals are the parameters within which a confidence level applies
This means the range of values within which the business is confident that the research results will be true
e.g. 95% confident that customers will be willing to pay between £1.00 and £1.60
CONFIDENCE INTERVALS
Assume 2 researchers carry out research into how much a customer is willing to pay for a new soft drink Each researcher randomly selects 10 people as representative of the population, the soft drink consumer The results of both surveys is shown below:
Researcher A Researcher B50p 55p50p 85p75p 95p80p 110p80p 75p90p 50p55p 40p60p 65p65p 60p75p 120p
What conclusion would researcher A make?(50 + 50 + 75 + 80 + 80 + 90 + 55 + 60 + 65 + 75)/10 = 68The mean (average) price a customer would be willing to pay is 68p.Researcher A might say that a consumer would be willing to pay 68p. But with what degree of confidence can they say this?
If we put the answers in order40 50 55 60 65 75 75 80 80 90 and took off the lowest 10% and the highest 10% i.e. the top and bottom answer they could now say they are 80% confident the consumer will pay between 50p and 80p (the confidence interval).
CONFIDENCE INTERVALS
Researcher A Researcher B50p 55p50p 85p75p 95p80p 110p80p 75p90p 50p55p 40p60p 65p65p 60p75p 120p
According to researcher B what is the mean (average) price a customer would be willing to pay?
Within what confidence interval would they have a 60% confidence level?
EXTRAPOLATION
Using past data to extend an identified trend into the future
A general slow upward trend has been identified and from this yr 6 and 7 have been extrapolated
EXTRAPOLATION
A useful technique when trends can clearly be identified
and
The market is relatively stable
However
The past is not always a good indication of the future
Conditions and trends can soon change
Competitors’ actions
Consumer tastes
Market conditions
THE VALUE OF TECHNOLOGY
Discuss the usefulness of social media in gathering and analysing data for marketing decisions.
THE VALUE OF TECHNOLOGY
Gather and analyse large volumes of data quickly and accurately
Track and interpret consumer spending habits
Collect consumer opinions from around the world
Encourage consumer feedback through social media and review sites
Enable two way communication
What is the role of big
data in retailing?
3.2.2 UNDERSTANDING MARKETS AND CUSTOMERS
In this topic you have learnt about
The interpretation of marketing data
The value of technology in gathering and analysing data for marketing decision making