Research Techniques Flashcards

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1
Q

Observational research has an issue, which?

A

1) They might have a bias on their observations
2) Might introduce bias if customer change behavior due to their presence
3) Sensitive to external influences (like weather etc.)

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2
Q

What can systematic market research be used for?

A
  • Gathering and analyzing relevant data allows for developing a better understanding of markets and customers
  • The effect of specific marketing measures can be assessed, informing decision-makers about necessary adjustments
  • Information can be based on qualitative (e.g. interviews) and quantitative evidence (large-scale data); primary and secondary research
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3
Q

Mention the 5 common research approaches in market research

A
  1. Observational Research - Ethnographic research, observations of consumers in store. Goal is to immerse the researcher into consumers’ live to uncover unarticulated desires, meanings or behavior
  2. Focus groups - Assembling a small group of individuals with intention to discuss in-depth various topics of interest, use of moderator. Mainly for exploration
  3. Surveys - Learning about people’s knowledge, beliefs, preferences and to measure magnitude thereof in population
  4. Behavioral & big data - Customers leave traces of purchasing behavior (e.g. customer databases, in store scanning data), subsequent (big) data analytics to identify patterns
  5. Experimental Research - Capturing cause-and-effect relationships by eliminating interfering factors. Most reliable insights (but limited generalizability)
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4
Q

What are the advantages of each common research approach?

A

Expensive, Limited information, Difficult to control unforeseen factors
2. Focus group – Richness in data, fast data collection – Downsides: Limited generalizability, relies on skills of interviewer, difficult to replicate findings
3. Survey – Inexpensive, High reliability and generalizability, replicability – Downsides: Potential survey errors, need expertise to create a proper survey, low response rates
4. Behavioural and big data - Limited subject bias, relates to “real” behaviour, high reliability of behaviour – Downsides: Consumer privacy, difficult to handle data, needs specialized analyst
5. Experimental research – May capture cause-and-effect correlation, control over variables, replicability. Downisdes: Artificial, ethical concerns, costly in time and money

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5
Q

What are the two way of sampling in a survey?

A

1) Probability sample – Selection of individuals based probabilities of selection (divided into three types)
2) Non-probability sample – Selection individuals based on criteria (divided into three types)

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6
Q

What are the three types of Probability sampling?

A

1) Simple random sample: Every member of the population has equal chance of being selected.
2) Stratified random sample: Population is divided into mutually exclusive groups (like age) and random samples are drawn from each group.
3) Cluster (area) samle: Population is divided into mutually exclusive groups (like city blocks) and researcher draws a sample of the groups to interview.

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7
Q

What are the three types of Non-Probability sampling?

A

1) Convenience sample: Selecting the most accessible population members (like students)
2) Judgement sample: Selecting population members who are good prospects for accurate information
3) Quota sample: Finding and interviewing a prescribed number of people in each of several categories

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8
Q

What 6 common possibilities are there in Questionnaire Design?

A

1) Dichotomous: A question with two possible answers (Yes/No)
2) Multiple choice: Question with three or more answers
3) Likert Scale: Statement with amount of agreement/disagreement (from 1-5, sometime 1-4)
4) Semantic differential: A scale connecting two bipolar words and a selection somewhere on the scale of participant. (Like Small/Large)
5) Importance scale: A scale that rates the importance of some attribute (1-5/Extremely important to not at all important – “3G cell service is…”)
6) Intention-to-buy scale: A scale that describes the respondent’s intention to buy (Definetly buy-Probably buy-Not sure-Probably not buy-Definetly not buy)

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9
Q

What is a conjoint analysis?

A

A special questionnaire that identifies consumer preference using discrete choices and assigning value to different product attributes.

1) Potential customers are presented different combinations of product characteristics (observable bundles) and asked to indicate their preferred one
2) Attributes are assign value: Which attributes are most influential on the choice of the respondents? Each product attribute will receive some “value”: does screen or sound quality matter more for buyers of new TV’s?
3) Product attributes can now be made explicit without consumers having to state their most important criteria explicitly. Advantage is the similarity to actual buying situation (as full products are evaluated).

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10
Q

Give an example of a conjoint analysis

A

Phones: Price ($$$ vs. $) - Screen size (Small vs. big) - Camera resolution (2mpx vs. 6mpx)

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11
Q

What levels can you decompose the market of a product into?

A

1) Potential market: set of consumers with a potential interest in a market offer
2) Available market: set of consumers with interest, income and access to a particular offer.
3) Target market: part of the available market the company decides to pursue (c.f. relevant market segments)
4) Penetrated market: set of consumers buying the company’s product

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12
Q

What is TAM

A

Total Addressable Market - The overall opportunity that is available to a product or service if 100% market share was achieved

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13
Q

What is SAM

A

Serviceable Addressable Market - Serviceable addressable market is the part of the total addressable market (TAM) that can actually be reached

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14
Q

What is SOM?

A

Serviceable Obtainable Market - An estimate of the portion within a specific market segment that a company is able to capture. So the part of the SAM that can be captured.

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15
Q

How can you estimate a total market?

A

1) The chain ratio method
2) The market-buildup method

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16
Q

Explain the chain ratio method for calculating total market size

A
  • Starting with a base number and adjusting it for several percentages that reflect relevant sub-groups / segments

Overall outcome depends on accuracy of shares at every stage, errors magnify multiplicatively

Example: 250 mio people in the US x 0,2 (20% have diabetes) x 0,02 (2% get treatment) x 0,5 (50% market share for Novo) = Total Market

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17
Q

Explain the market-buildup method for calculating total market size

A

Relying on formal (sub-)sector definitions to measure demand – measuring demand through databases

  • Easy to gather through databases such as ORBIS/OSIRIS or Compustat
  • Not all firms report accurately their sales de-composed by market segment (c.f. large diversified firms)
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18
Q

What are three main indicators of products/marketing?

A

1) Corporate Financial Metrics
2) Customer Metrics
3) Advertising/Promotion Metrics

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19
Q

Describe and mention some Corporate Financial Metrics

A

1) Balance Sheet (E = A – L)
2) Income statement (Gross Profit -> Operating Profit -> Net Income)
3) Market Value/Market Cap (Total stocks x Stock price)
4) ROE (Net Income / Equity)
5) ROA (Operating Profit / Assets)
6) ROI
7) Sales Growth: (Sales t-Sales t-1)/Salest-1 x 100

20
Q

What is Net Income?

A

Net Income = Sales, other income, minus operating expenses (SGA, COGS, R&D), depreciation, interests and tax

21
Q

What are some expenditure items?

A

1) Cost of Goods Sold (COGS/Variable Costs): manufacturing costs
2) Selling, General, and Administrative Expenditures (SGA): broader marketing expenditures (proxy)
3) Capital expenditures (CAPEX)
4) R&D investments

22
Q

Is there a difference between income and firm market value

A

Yes. Stock markets can be very disconnected from earning based valuations.
Stock market value is sensitive to mispricing and macro-level shocks, limited to public firms

  • Biotech firms frequently without notable product sales, making operating performance a problematic performance measure. Cannot use WACC as a Discount Rate
23
Q

How do you calculate market growth? CAGR + Market Growth

A

Compound Annual Growth Rate (CAGR) = (Ending Value/Start Value)^1/n – 1

Market growth (%) = (Market size t / Market size t-1) x 100

24
Q

How do you calculate relative market share?

A

Brands market share / Largest competitors market share

25
Q

How do you calculate market share?

A

Company Sales / Sales of all firms

26
Q

What are some customer metrics in advertising?

A

1) Acquisition cost
2) Acquisition rate
3) Retention rate
4) Survival rate
5) Customer Lifetime Value (CLV)

27
Q

How do you calculate Acquisition rate? And what is it?

A

(Customers gained / Customers targeted) * 100 = Acquisition rate

  • Average probability of acquiring a customer from a population
  • How successful are we in accessing customers?
  • Ignores heterogeneity in value of customers and the costs of acquiring customers
28
Q

How do you calculate Acquisition cost? And what is it?

A

Acquisition spendings / Customers acquired = Acquisition cost

  • Describes the cost needed to access a new customer
  • Information on actual new vs. leaving customers might not be available in settings with anonymous purchasing (but net gains), in B2B setting more easily trackable
29
Q

How do you calculate retention rate? And what is it?

A

Think of it like a period.
(Customers at end of period – Customers gained during that period) / Customers at start of period

  • Shows the average likelihood that a customer purchases from the focal firm in a period (t) given that customer also purchased in period t-1
  • Assumes customer is gone forever once leaving
30
Q

How do calculate survival rate and what is it?

A

(Retention rate t x survival rate t-1) x 100

Initial period, SR1 = RR1

  • Indicates the proportion of customers who have survived until a period t from the beginning of observing customers
  • Computed for cohorts of customers
31
Q

How do you calculate CLV and what is it?

A

((Annual revenue – Annual costs) x years) – acquisition costs

  • The value of a customer over the customers life time
  • Not every customer is equally profitable to serve
  • Difficulties: predicting future revenues and duration of relationship
32
Q

What are impressions?

A

Impressions: Each time an advertisement is viewed. Impressions are a function of an ad’s reach multiplied by its frequency

33
Q

What is Reach?

A

Reach: no. of people seeing an advertisement

34
Q

What is Frequency and Effective Frequency?

A

Frequency: No. of times an individual sees an advertisement. Effective frequency: no. of times and individual must see an advertisement in order to respond

35
Q

What is CPM?

A

Cost pr. Thousand Impressions

Cost per thousand impressions: cost of advertising divided by impressions generated (idea: measuring cost effectiveness)

36
Q

What is Share of Voice?

A

Share of voice: quantifies the advertising presence of a brand, campaign, or firm in relation to the total market; to evaluate the relative strength of an advertising program

37
Q

What is Advertising elasticity of demand?

A

Advertising elasticity of demand: Change in quantity demanded (%) / Change in Spending on Advertising

38
Q

What is a frequency response curve?

A

The relationship between outcomes (e.g., unit sales or dollar revenues) and advertising frequency.
- Rule of seven - 7 exposures to buy/take action

39
Q

What shapes can a frequency response curve have?

A

1) Linear response: Each advertising exposure is equally valuable
2) Learning curve / S-curve: The first few times an advertising is shown, it has little impact. As repetition occurs, the message become more effective, and finally impact declines
3) Threshold response: Initially no effect until certain level is achieved. At that point, its message becomes fully effective

40
Q

What is the game theoretical view on advertising?

A

Red / Blue game.
You can maximize value by spending more money if competitors spend low money. (500,100)
However, if you both spend high, you will both reach a smaller value (200,200)
If you both go low, you can maximize value for you both (400,400)

41
Q

What is the current trend in marketing regarding data?

A

Market analysis and marketing activities are increasingly based on systematic research and quantitative information

42
Q

The Market-to-book Value is?

A

Market Cap / Total Assets

Total assets = “Book Value”

43
Q

What four levels can you subdivide a market into?

A

1) Potential market
2) Available market
3) Target market
4) Penetrated market

44
Q

What are the 7 types of metrics included in the marketing research slides?

A
  • Corporate Financial Metrics
  • Customer Metrics
  • Advertising / Promotion Metrics
  • Product / Offering Metrics
  • Direct Marketing Metrics
  • Digital / Social Metrics
  • Salesforce & distribution metrics
45
Q

Why is marketing an art? And what can systematic information help with for marketing?

A
  • Marketing-related decisions are based on intuition, the anticipation of
    new emerging trends, experience, and judgement (“art”)
  • Markets and marketing activities generate a lot of valuable information
    that allow for a rationale decision making (“science”)