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3-1
A marketing information system consists of people,
equipment, and procedures to gather, sort, analyze,
evaluate, and distribute needed, timely, and accurate
information to marketing decision makers.
The major responsibility for identifying significant marketplace changes falls
to the company’s marketers. Marketers have two advantages for the task:
disciplined methods for collecting information, and time spent interacting with
customers and observing competitors and other outside groups. Some firms
have marketing information systems that provide rich detail about buyer
wants, preferences, and behavior. Every firm must organize and distribute a
continuous flow of information to its marketing managers.
A marketing information system (MIS) consists of people, equipment, and
procedures to gather, sort, analyze, evaluate, and distribute needed, timely,
and accurate information to marketing decision makers. It relies on internal
company records, marketing intelligence activities, and marketing research.
Ch-3: Scanning the Marketing Environment,
Forecasting Demand, and Conducting
Marketing Research
3-2
Table: Information Needs Probes
 What decisions do you regularly make?
 What information do you need to make these decisions?
 What information do you regularly get?
 What studies do you periodically request?
 What information would you want that you are not getting now?
 What are the four most helpful improvements that could be
made in the present marketing information system?
The company’s marketing information system should
be a mixture of what managers think they need,
what they really need, and what is economically
feasible. An internal MIS committee can interview a
cross-section of marketing managers to discover
their information needs. Table lists questions to ask.
3-3
Internal Records and Marketing Intelligence
 Order-to-payment cycle
 Sales information system
 Databases, warehousing, data mining
 Marketing intelligence system
• To spot important opportunities and potential problems, marketing managers rely
on internal reports of orders, sales, prices, costs, inventory levels, receivables, and
payables.
• The heart of the internal records system is the order-to-payment cycle. Sales
representatives, dealers, and customers send orders to the firm. The sales
department prepares invoices, transmits copies to various departments, and back-
orders out-of-stock items. Shipped items generate shipping and billing documents
that go to various departments.
• Marketing managers need timely and accurate reports on current sales.
• Companies organize their information into customer, product, and salesperson
databases and combine their data. The customer database will contain every
customer’s name, address, past transactions, and sometimes even demographics
and psychographics (activities, interests, and opinions).
• Companies make these data easily accessible to their decision makers. Analysts
can “mine” the data and garner fresh insights into neglected customer segments,
recent customer trends, and other useful information.
3-4
What Is a Marketing Intelligence System?
A marketing intelligence system is a set of
procedures and sources that managers use to
obtain everyday information about developments in
the marketing environment. The internal records
system supplies results data, but the marketing
intelligence system supplies happenings data.
Marketing managers collect marketing intelligence
in a variety of different ways, such as by reading
books, newspapers, and trade publications; talking
to customers, suppliers, and distributors; monitoring
social media on the Internet; and meeting with other
company managers.
3-5
Steps to Quality
Marketing
Intelligence
 Train sales force to scan for new developments
 Motivate channel members to share intelligence
 Hire external experts to collect intelligence
 Network externally
 Utilize a customer advisory panel
 Utilize government data sources
 Purchase information
A company can take eight possible actions (listed in the slide) to improve the quantity and
quality of its marketing intelligence. The company must “sell” its sales force on their
importance as intelligence gatherers. Marketing intermediaries are often closer to the
customer and competition and can offer helpful insights. Many companies hire specialists
to gather marketing intelligence. The firm can purchase competitors’ products, attend open
houses and trade shows, read competitors’ published reports, attend stockholders’
meetings, talk to employees, collect competitors’ ads, consult with suppliers, and look up
news stories about competitors. Government agencies in South Asia provide detailed data
pertaining to population trends, demographic characteristics, agricultural production, and a
host of useful data. Population census conducted by governments is an important data
source. Table below lists some important sources of secondary data in South Asia.
Companies can also make use of data that is purchased from other agencies. Such data is
available from a number of firms that specialize in these jobs. Gallup Pakistan is one of the
companies in the business of syndicated data in Pakistan, while in India, there are a
number of companies, such as ACNielsen-ORG MARG or TAM Media Research, that
provide syndicated research data.
S1
Slide 5
S1 Removed US references in notes
Shawn, 1/1/2005
3-6
Important Sources of Secondary Data in South Asia
 Web sites such as magindia.com and agencyfaqs.com
 Euromonitor International
 Statistics Division of the Government of Pakistan
(http://www.statpak.gov.pk)
 The Bangladesh Bureau of Statistics (http://www.bbs.gov.bd)
 The Department of Census and Statistics, Sri Lanka
(http://www.statistics.gov.lk)
 Statistical Outline of India
 Centre for Monitoring Indian Economy (CMIE)
 The Marketing Whitebook
 Readership Surveys
 National Council of Applied Economic Research (NCAER)
 Indian Trade Statistics
3-7
Sources of Competitive Information
 Independent customer goods and service review forums
 Distributor or sales agent feedback sites
 Combination sites offering customer reviews and expert
opinions
 Customer complaint sites
 Public blogs
Thanks to the explosion of outlets available on the Internet,
online customer review boards, discussion forums, chat
rooms, and blogs can distribute one customer’s experiences
or evaluation to other potential buyers and, of course, to
marketers seeking information about the consumers and the
competition. There are five main ways identified in the slide
which marketers can use to research competitors’ product
strengths and weaknesses online.
3-8
Needs and Trends
Fad
Trend
Megatrend
A fad is “unpredictable, short-lived, and
without social, economic, and political
significance.” A company can cash in on a
fad such as Crocs clogs and Pokémon gifts
and toys, but getting it right requires luck and
good timing.
A direction or sequence of events with
momentum and durability, a trend is more
predictable and durable than a fad; trends
reveal the shape of the future and can
provide strategic direction.
A megatrend is a “large social, economic,
political, and technological change [that] is
slow to form, and once in place, influences
us for some time—between seven and ten
years, or longer.
3-9
Major Forces in the Environment
Demographic
Economic
Socio-cultural
Natural
Technological
Political-legal
Firms must monitor six major forces in the broad
environment: demographic, economic, socio-cultural,
natural, technological, and political-legal. We’ll describe
them separately, but remember that their interactions will
lead to new opportunities and threats.
3-10
Population and Demographics
 Population growth
 Population age mix
 Ethnic and other markets
 Educational groups
 Household patterns
Demographic developments often move at a fairly predictable
pace. The main one marketers monitor is population, including
the size and growth rate of population in cities, regions, and
nations; age distribution and ethnic mix; educational levels;
household patterns; and regional characteristics and
movements.
3-11
Economic Environment
Consumer
Psychology
Income
Distribution
Income, Savings,
Debt, Credit
Consumer psychology: Consumer spending depends on the
disposable income, socioeconomic profile, aspirations, and
expectations from the future. In an inflationary environment,
consumers become choosy, bargain for better deals, buy bulk or
economy packs, and postpone discretionary purchases. In a
recessionary environment, they tighten their belt, simplify their
consumption pattern, and hunt for bargains. However, the very poor
and the very rich are not significantly impacted by temporary changes
in the economy.
The available purchasing power in an economy depends on current income,
prices, savings, debt, and credit availability
Income Distribution: There are four types of industrial structures:
subsistence economies like Papua New Guinea, with few
opportunities for marketers; raw-material-exporting economies like
Democratic Republic of Congo (copper) and Saudi Arabia (oil), with
good markets for equipment, tools, supplies, and luxury goods for the
rich; industrializing economies like India, Egypt, and the
Philippines, where a new rich class and a growing middle class
demand new types of goods; and industrial economies like Western
Europe, with rich markets for all sorts of goods. Marketers often
distinguish countries using five income-distribution patterns: (1) very
low incomes; (2) mostly low incomes; (3) very low, very high incomes;
(4) low, medium, high incomes; and (5) mostly medium incomes.
3-12
Income Distribution in India
The distribution of households in broad income categories in India and their
aggregate consumption for 2005, and forecasts for 2015 and 2025,
respectively, are shown in Table 3.4. Marketers need to take note of these
trends and develop strategies to facilitate these changes and also benefit
from them.
3-13
Sociocultural Environment
Views of ourselves. Indian consumers have arrived. Fatalism, self-pity, and dependence on the
government or charity of the rich in the past has given way to a new self-confidence, with even
the poor and the deprived seeking greater participation and aspiring for better lifestyles.
Views of others. Concerns for the poor and underprivileged, women, and children— particularly
their nutrition status and education—and inclusive and equitable growth dominates the
discussions among the better-off in the Indian society. The rapid decline in the joint family has
also moved people toward seeking stronger bonds outside the family, among friends, neighbours,
and professional associations.
Views of organizations. After a period of relative calm in the labour–management relationship,
organized labour has started demonstrating its impatience with perceived unfair management
practices. In an employment market dominated by the unorganized sector, employees aspire for a
secure job in the government, public sector and organized, private sector.
Views of society. Some people defend society (preservers), some run it (makers), some take
what they can from it (takers), some want to change it (changers), some are looking for
something deeper (seekers), and still others want to leave it (escapers). Consumption patterns
often reflect these social attitudes. Makers are high achievers who eat, dress, and live well.
Changers usually live more frugally, drive smaller cars, and wear simpler clothes. Escapers and
seekers are a major market for movies, music, surfing, travel, and spiritualism.
Views of nature. Asians have been closer to nature for generations. Environment protection,
nature worship, and living in harmony with nature are now at conflict with development.
Construction of large dams, destructive and unauthorized mining, and the felling of trees by the
timber mafia is threatening the old relationship between human beings and nature. However,
several citizen groups and political parties are providing active resistance trying to push for a
more balanced approach.
Views of the universe. Most Asians are religious and look at the universe for harmonious,
peaceful co-existence.
3-14
Other Cultural Factors in Marketing
Core beliefs and values are passed from parents to children and reinforced by
social institutions—schools, churches, businesses, and governments; hard to
change
Secondary beliefs and values are more open to change. Believing in the institution
of marriage is a core belief; believing people should marry early is a secondary
belief.
Marketers have some chance of changing secondary values, but little chance of
changing core values. The “Don’t drink and drive” and “Say no to plastics” are two
marketing campaigns that influence secondary values of people. Although core
values are fairly persistent, cultural swings do take place.
In India, the generation of the 1950s and the 1960s was influenced by freedom
fighters, socialism, and—to some extent— communism. The current “kool
generation” is consumption-oriented, living for today, and is influenced by the film
industry and cricket stars.
Each society contains subcultures, groups with shared values, beliefs, preferences,
and behaviors emerging from their special life experiences or circumstances.
Marketers have always loved teenagers because they are trendsetters in fashion,
music, entertainment, ideas, and attitudes. Attract someone as a teen, and you will
likely keep the person as a customer later in life.
3-15
Natural Environment
Corporate environmentalism
recognizes the need to integrate
environmental issues into the firm’s
strategic plans. Trends in the
natural environment for marketers
to be aware of include:
•the shortage of raw materials, especially
water;
•the increased cost of energy;
•increased pollution levels; and
•the changing role of governments.
The Delhi Government’s initiative
to convert all modes of public
transport to CNG-powered vehicles
helped reduce pollution levels in
the city drastically.
3-16
Keys to Avoiding
Green Marketing Myopia
 Consumer Value Positioning
 Calibration of Consumer Knowledge
 Credibility of Product Claims
Consumers report being concerned about the environment, yet research tells us that
most consumers have not made major changes in how they shop and live in order to
protect the environment. Thus, we have a gap in terms of what consumers claim to
want and what they do – a green marketing myopia. In the past, the “green
marketing” programs launched by companies around specific products were not
always entirely successful. Consumers might have thought that the product was
inferior because it was green, or that it was not even really green to begin with. Those
green products that were successful, however, persuaded consumers that they were
acting in their own and society’s long-run interest at the same time. Some examples
were organic foods that were seen as healthier, tastier, and safer, and energy-
efficient appliances that were seen as costing less to run.
There are some expert recommendations as to how to avoid “green marketing
myopia” by focusing on consumer value positioning, calibration of consumer
knowledge, and the credibility of product claims. One challenge with green marketing
is the difficulty consumers have in understanding the environmental benefits of
products, leading to many accusations of “greenwashing” where products are not
nearly as green and environmentally beneficial as their marketing might suggest.
3-17
Consumer Environmental Segments
Consumers vary in their environmental sensitivity and can
be categorized into six groups based on their degree of
commitment:
(1)genuine greens, who are most likely to think and act
green;
(2) not-me greens, who are very pro-green, but exhibit only
moderately “green behaviors;”
(3) go-with-the-flow greens, who engage in some green
behaviors;
(4) dream greens, who seem to care a lot about the
environment, but don’t seem to have the knowledge or
resources to do something about it;
(5) business-first greens, for whom the environment is not a
huge concern; and
(6) mean greens, who claim to be aware of environmental
issues, but do not express pro-green behaviors.
3-18
Technological Environment
Accelerating pace of change: More ideas than ever are in the works, and the
time between idea and implementation is shrinking. So is the time between
introduction and peak production. Example: Apple introducing products at a
rapid pace.
Opportunities for innovation: Some of the most exciting work today is taking
place in biotechnology, computers, microelectronics, telecommunications,
robotics, and designer materials. Researchers are working on AIDS
vaccines, safer contraceptives, and nonfattening foods. They are developing
new classes of antibiotics to fight ultra-resistant infections, superheating
furnaces to reduce trash to raw materials, and building miniature water-
treatment plants for remote locations.
Spending on research by companies: In India, historically, most of the R&D
budget has been spent on development rather than research. However, in
the last decade, many pharmaceutical and biotechnology companies have
focused on contract research, while companies such as Tata and Mahindra
and Mahindra have focused on appropriate and affordable technology with
frugal innovations.
Increased regulation of technological change: Governments has expanded
its agencies’ powers to investigate and ban potentially unsafe products.
S3
Slide 18
S3 Removed US example from note
Modified notes - indian exampe included
Shawn, 4/11/2012
3-19
The Political-Legal Environment
Business
Legislation
Growth of
Special
Interest
Groups
Government
Agencies
The political and legal environment
consists of laws, government agencies,
and pressure groups that influence
various organizations and individuals.
Sometimes these laws create new
business opportunities. Mandatory
recycling laws have boosted the
recycling industry and launched dozens
of new companies making new
products from recycled materials. Two
major trends are the increase in
business legislation and the growth of
special-interest groups.
3-20
Forecasting and Demand Measurement
 How can we measure market demand?
Figure illustrates that companies can prepare as
many as 90 different types of demand estimates for
six different product levels, five space levels, and
three time periods. Each demand measure serves a
specific purpose. A company might forecast short-run
demand to order raw materials, plan production, and
borrow cash. It might forecast regional demand to
decide whether to set up regional distribution.
There are many productive ways to break down the
market:
The potential market is the set of consumers with a
sufficient level of interest in a market offer.
The available market is the set of consumers who
have interest, income, and access to a particular
offer.
The target market is the part of the qualified
available market the company decides to pursue.
The penetrated market is the set of consumers who
are buying the company’s product.
3-21
A Vocabulary for Demand Measurement
Market Demand
Market Forecast
Market Potential
Company Demand
Company Sales
Forecast
Company Sales
Potential
Only one level of industry marketing expenditure will actually occur. The
market demand corresponding to this level is called the market forecast. The
market forecast shows expected market demand, not maximum market
demand. Market potential is the limit approached by market demand as
industry marketing expenditures approach infinity for a given marketing
environment.
Companies interested in market potential have a special interest in the
product-penetration percentage, the percentage of ownership or use of a
product or service in a population. Companies assume that the lower the
product-penetration percentage, the higher the market potential, although this
also assumes everyone will eventually be in the market for every product.
Company demand is the company’s estimated share of market demand at
alternative levels of company marketing effort in a given time period. It
depends on how the company’s products, services, prices, and
communications are perceived relative to the competitors’.
The company sales forecast is the expected level of company sales based
on a chosen marketing plan and an assumed marketing environment. Two
other concepts are important here. A sales quota is the sales goal set for a
product line, company division, or sales representative. It is primarily a
managerial device for defining and stimulating sales effort, often set slightly
higher than estimated sales to stretch the sales force’s effort.
A sales budget is a conservative estimate of the expected volume of sales,
primarily for making current purchasing, production, and cash flow decisions.
Company sales potential is the sales limit approached by company demand
as company marketing effort increases relative to that of competitors.
3-22
Market Demand Functions
Market demand for a product is the total volume that would be bought by a defined customer group in a defined
geographical area in a defined time period in a defined marketing environment under a defined marketing
program.
Market demand is not a fixed number, but rather a function of the stated conditions. For this reason, we call it the
market demand function. Its dependence on underlying conditions is illustrated in Figure 3.3(a).
The horizontal axis shows different possible levels of industry marketing expenditure in a given time period. The
vertical axis shows the resulting demand level. The curve represents the estimated market demand associated
with varying levels of marketing expenditure. Some base sales—called the market minimum and labeled Q1 in
the figure—would take place without any demand-stimulating expenditures. Higher marketing expenditures would
yield higher levels of demand, first at an increasing rate, then at a decreasing rate.
Marketing expenditures beyond a certain level would not stimulate much further demand, suggesting an upper
limit called the market potential and labeled Q2 in the figure. The distance between the market minimum and the
market potential shows the overall marketing sensitivity of demand. We can think of two extreme types of market,
the expansible and the nonexpansible. An expansible market, such as the market for racquetball playing, is very
much affected in size by the level of industry marketing expenditures. In terms of Figure 3.3(a), the distance
between Q1 and Q2 is relatively large. A nonexpansible market—for example, the market for weekly trash or
garbage removal—is not much affected by the level of marketing expenditures; the distance between Q1 and Q2
is relatively small.
3-23
Estimating Current Demand: Total Market Potential
 Calculations
 Multiply potential number of buyers by average quantity
each purchases times price
 Chain-ratio method
Total market potential is the maximum sales available to all firms in an
industry during a given period, under a given level of industry marketing
effort and environmental conditions. A common way to estimate total market
potential is to multiply the potential number of buyers by the average
quantity each purchases, times the price.
A good approach to estimate the potential number of buyers is to start with
the total number of buyers and then eliminate groups that will not buy the
product. A variation of this method is the chain-ratio method. It involves
multiplying a base number by several adjusting percentages.
3-24
Estimating Current Demand: Area Market Potential
1. Market-Buildup
The market-buildup method calls for identifying all the potential buyers in each
market and estimating their potential purchases. It produces accurate results if we
have a list of all potential buyers and a good estimate of what each will buy.
Unfortunately, this information is not always easy to gather.
Consider a machine-tool company that wants to estimate the market
potential for its wood lathe in the Delhi area. It has to first identify all
potential buyers of wood lathes in the area. The buyers will primarily
comprise those manufacturing establishments in the Delhi area that have to
shape or ream wood as part of their operations. The company could
compile this list from a directory of manufacturing establishments published
by the state industries department, from membership records of local
industry associations, and from the Yellow Pages. Then it could estimate
the number of lathes each industry might purchase based on the number of
lathes per hundred employees or per Rs. 1 million of sales in that industry.
3-25
2. Multiple-Factor Index
Many companies compute area indexes to allocate marketing resources. Suppose
q drug company is reviewing the six cities listed in Table 3.6. The first two columns
show its percentage of Indian brand and category sales in these four cities.
Column 3 shows the brand development index (BDI), the index of brand sales to
category sales. Delhi has a BDI of 114 because the brand is relatively more
developed than the category in Delhi. Chennai’s BDI is 67, which means the brand
is relatively underdeveloped there.
Normally, the lower the BDI, the higher the market opportunity, in that there is
room to grow the brand. Other marketers would argue instead that marketing
funds should go into the brand’s strongest markets, where it might be important to
reinforce loyalty or more easily capture additional brand share. Investment
decisions should be based on the potential to grow brand sales.
3-26
Estimating Future Demand
How do firms develop their forecasts?
All forecasts are built on one of the three information bases: (1) what people
say, (2) what people do, or (3) what people have done. The first basis—what
people say—involves surveying the opinions of buyers or those close to
them, such as salespeople or outside experts. It includes three methods: (1)
survey of buyers’ intentions, (2) composites of sales force opinions, and (3)
expert opinion. Building a forecast on what people do involves another
method—putting the product into a test market to measure buyer response.
The final basis—what people have done—involves analyzing records of past
buying behavior or using time series analysis or statistical demand analysis.
Survey of buyers’ intentions: Forecasting is the art of anticipating what
buyers are likely to do under a given set of conditions. Because buyer
behavior is so important, buyers should be surveyed. For major consumer
durables (e.g., major appliances), several research organizations conduct
periodic surveys of consumer buying intentions.
Composite of sales force opinions: When buyer interviewing is
impractical, the company may ask its sales representatives to estimate their
future sales. Each sales representative estimates how much each current
and prospective customer will buy of each of the company’s products. Few
companies use sales force estimates without making some adjustments.
Sales representatives might be pessimistic or optimistic, or they might go
from one extreme to another because of a recent setback or success.
3-27
Expert opinion: Companies can also obtain forecasts from experts,
including dealers, distributors, suppliers, marketing consultants, and
trade associations. Large appliance companies periodically survey
dealers for their forecasts of short-term demand, as do car
companies. Dealer estimates are subject to the same strengths and
weaknesses as sales force estimates.
Past-sales analysis: Sales forecasts can be developed on the basis
of past sales. Time-series analysis consists of breaking down past
time series into four components (trend, cycle, seasonal, and
erratic) and projecting these components into the future.
Exponential smoothing consists of projecting the next period’s sales
by combining an average of past sales and the most recent sales,
giving more weight to the latter. Statistical demand analysis consists
of measuring the impact level of each of a set of causal factors
(income, marketing expenditures, price) on the sales level. Finally,
econometric analysis consists of building sets of equations that
describe a system, and proceeding to fit the parameters statistically.
Market-test method: When buyers do not plan their purchases
carefully or experts are not available or reliable, a direct-market test
is desirable.
3-28
What Is Marketing Research?
Marketing research is the systematic design, collection, analysis, and
reporting of data and findings relevant to a specific marketing situation facing
the company.
Gaining marketing insights is crucial for marketing success. If
marketers lack consumer insights, they often get in trouble.
Effective marketing research follows
the six steps shown in Figure. These
steps will be discussed individually in
the slides that follow.
Market Research process
3-29
Step 1: Define the Problem
 Define the problem
 Specify decision alternatives
 State research objectives
Marketing managers must be careful not to define the problem too broadly or too
narrowly for the marketing researcher. A marketing manager who says, “Find out
everything you can about first class air travelers’ needs,” will collect a lot of
unnecessary information.
Step 2: Develop the Research Plan
 Data sources
 Research approach
 Research instruments
 Sampling plan
 Contact methods
The second stage of marketing research is where we develop the most efficient plan
for gathering the needed information and what that will cost. To design a research
plan, we need to make decisions about the data sources, research approaches,
research instruments, sampling plan, and contact methods.
3-30
Research Instruments
 Questionnaires
 Qualitative Measures
 Technological Devices
A questionnaire consists of a set of questions presented to respondents. Because
of its flexibility, it is by far the most common instrument used to collect primary data.
Researchers need to carefully develop, test, and debug questionnaires before
administering them on a large scale.
Conventional questionnaires may not be effective in rural areas in South Asia, where
literacy levels may be low. Marketing and Research Team (MART) has developed
some innovative techniques for researching rural markets by creating variations of
conventional rating and ranking scales.
Qualitative research techniques are relatively unstructured measurement
approaches that permit a range of possible responses. Their variety is limited only by
the creativity of the marketing researcher. Qualitative approaches include word
associations, projective techniques, visualization, brand personification, and
laddering.
There has been much interest in recent years in various technological devices.
These include galvanometers, tachistoscopes, and eye cameras.
Research Approaches
 Observational and ethnographic
 Focus group
 Survey
 Behavioral data
 Experimental research
3-31
Sampling Plan
 Sampling unit: Who is to be surveyed?
 Sample size: How many people should be surveyed?
 Sampling procedure: How should the respondents be
chosen?
After deciding on the research approach and instruments, the
marketing researcher must design a sampling plan. This calls for the
three decisions listed above.
Contact Methods
 Mail contacts
 Telephone contacts
 Personal contacts
 Online contacts
After deciding on the research approach and instruments, the marketing
researcher must design a sampling plan. This calls for the three decisions listed
above.
3-32
What Is a Marketing Decision Support System
(MDSS)?
Some organizations use marketing decision support systems to
help their marketing managers make better decisions. A
marketing decision support system (MDSS) is a coordinated
collection of data, systems, tools, and techniques, with
supporting software and hardware, by which an organization
gathers and interprets relevant information from business and
environment and turns it into a basis for marketing action.
3-33
Characteristics of good Marketing Research
3-34
Marketing Metrics
Marketing metrics are the set of measures that helps marketers quantify,
compare, and interpret marketing performance.
Two complementary approaches to measuring marketing
productivity are: (1) marketing metrics to assess marketing
effects and (2) marketing-mix modeling to estimate causal
relationships and measure how marketing activity affects
outcomes. Marketing dashboards are a structured way to
disseminate the insights gleaned from these two approaches
within the organization.
Marketing-Mix Modeling
Marketing accountability also means that marketers must more precisely estimate
the effects of different marketing investments. Marketing-mix models analyze data
from a variety of sources, such as retailer scanner data, company shipment data,
pricing, media, and promotion spending data, to understand more precisely the
effects of specific marketing activities. To deepen understanding, marketers can
conduct multivariate analyses, such as regression analysis, to sort through how each
marketing element influences marketing outcomes such as brand sales or market
share.

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Ch3 koetler

  • 1. 3-1 A marketing information system consists of people, equipment, and procedures to gather, sort, analyze, evaluate, and distribute needed, timely, and accurate information to marketing decision makers. The major responsibility for identifying significant marketplace changes falls to the company’s marketers. Marketers have two advantages for the task: disciplined methods for collecting information, and time spent interacting with customers and observing competitors and other outside groups. Some firms have marketing information systems that provide rich detail about buyer wants, preferences, and behavior. Every firm must organize and distribute a continuous flow of information to its marketing managers. A marketing information system (MIS) consists of people, equipment, and procedures to gather, sort, analyze, evaluate, and distribute needed, timely, and accurate information to marketing decision makers. It relies on internal company records, marketing intelligence activities, and marketing research. Ch-3: Scanning the Marketing Environment, Forecasting Demand, and Conducting Marketing Research
  • 2. 3-2 Table: Information Needs Probes  What decisions do you regularly make?  What information do you need to make these decisions?  What information do you regularly get?  What studies do you periodically request?  What information would you want that you are not getting now?  What are the four most helpful improvements that could be made in the present marketing information system? The company’s marketing information system should be a mixture of what managers think they need, what they really need, and what is economically feasible. An internal MIS committee can interview a cross-section of marketing managers to discover their information needs. Table lists questions to ask.
  • 3. 3-3 Internal Records and Marketing Intelligence  Order-to-payment cycle  Sales information system  Databases, warehousing, data mining  Marketing intelligence system • To spot important opportunities and potential problems, marketing managers rely on internal reports of orders, sales, prices, costs, inventory levels, receivables, and payables. • The heart of the internal records system is the order-to-payment cycle. Sales representatives, dealers, and customers send orders to the firm. The sales department prepares invoices, transmits copies to various departments, and back- orders out-of-stock items. Shipped items generate shipping and billing documents that go to various departments. • Marketing managers need timely and accurate reports on current sales. • Companies organize their information into customer, product, and salesperson databases and combine their data. The customer database will contain every customer’s name, address, past transactions, and sometimes even demographics and psychographics (activities, interests, and opinions). • Companies make these data easily accessible to their decision makers. Analysts can “mine” the data and garner fresh insights into neglected customer segments, recent customer trends, and other useful information.
  • 4. 3-4 What Is a Marketing Intelligence System? A marketing intelligence system is a set of procedures and sources that managers use to obtain everyday information about developments in the marketing environment. The internal records system supplies results data, but the marketing intelligence system supplies happenings data. Marketing managers collect marketing intelligence in a variety of different ways, such as by reading books, newspapers, and trade publications; talking to customers, suppliers, and distributors; monitoring social media on the Internet; and meeting with other company managers.
  • 5. 3-5 Steps to Quality Marketing Intelligence  Train sales force to scan for new developments  Motivate channel members to share intelligence  Hire external experts to collect intelligence  Network externally  Utilize a customer advisory panel  Utilize government data sources  Purchase information A company can take eight possible actions (listed in the slide) to improve the quantity and quality of its marketing intelligence. The company must “sell” its sales force on their importance as intelligence gatherers. Marketing intermediaries are often closer to the customer and competition and can offer helpful insights. Many companies hire specialists to gather marketing intelligence. The firm can purchase competitors’ products, attend open houses and trade shows, read competitors’ published reports, attend stockholders’ meetings, talk to employees, collect competitors’ ads, consult with suppliers, and look up news stories about competitors. Government agencies in South Asia provide detailed data pertaining to population trends, demographic characteristics, agricultural production, and a host of useful data. Population census conducted by governments is an important data source. Table below lists some important sources of secondary data in South Asia. Companies can also make use of data that is purchased from other agencies. Such data is available from a number of firms that specialize in these jobs. Gallup Pakistan is one of the companies in the business of syndicated data in Pakistan, while in India, there are a number of companies, such as ACNielsen-ORG MARG or TAM Media Research, that provide syndicated research data. S1
  • 6. Slide 5 S1 Removed US references in notes Shawn, 1/1/2005
  • 7. 3-6 Important Sources of Secondary Data in South Asia  Web sites such as magindia.com and agencyfaqs.com  Euromonitor International  Statistics Division of the Government of Pakistan (http://www.statpak.gov.pk)  The Bangladesh Bureau of Statistics (http://www.bbs.gov.bd)  The Department of Census and Statistics, Sri Lanka (http://www.statistics.gov.lk)  Statistical Outline of India  Centre for Monitoring Indian Economy (CMIE)  The Marketing Whitebook  Readership Surveys  National Council of Applied Economic Research (NCAER)  Indian Trade Statistics
  • 8. 3-7 Sources of Competitive Information  Independent customer goods and service review forums  Distributor or sales agent feedback sites  Combination sites offering customer reviews and expert opinions  Customer complaint sites  Public blogs Thanks to the explosion of outlets available on the Internet, online customer review boards, discussion forums, chat rooms, and blogs can distribute one customer’s experiences or evaluation to other potential buyers and, of course, to marketers seeking information about the consumers and the competition. There are five main ways identified in the slide which marketers can use to research competitors’ product strengths and weaknesses online.
  • 9. 3-8 Needs and Trends Fad Trend Megatrend A fad is “unpredictable, short-lived, and without social, economic, and political significance.” A company can cash in on a fad such as Crocs clogs and Pokémon gifts and toys, but getting it right requires luck and good timing. A direction or sequence of events with momentum and durability, a trend is more predictable and durable than a fad; trends reveal the shape of the future and can provide strategic direction. A megatrend is a “large social, economic, political, and technological change [that] is slow to form, and once in place, influences us for some time—between seven and ten years, or longer.
  • 10. 3-9 Major Forces in the Environment Demographic Economic Socio-cultural Natural Technological Political-legal Firms must monitor six major forces in the broad environment: demographic, economic, socio-cultural, natural, technological, and political-legal. We’ll describe them separately, but remember that their interactions will lead to new opportunities and threats.
  • 11. 3-10 Population and Demographics  Population growth  Population age mix  Ethnic and other markets  Educational groups  Household patterns Demographic developments often move at a fairly predictable pace. The main one marketers monitor is population, including the size and growth rate of population in cities, regions, and nations; age distribution and ethnic mix; educational levels; household patterns; and regional characteristics and movements.
  • 12. 3-11 Economic Environment Consumer Psychology Income Distribution Income, Savings, Debt, Credit Consumer psychology: Consumer spending depends on the disposable income, socioeconomic profile, aspirations, and expectations from the future. In an inflationary environment, consumers become choosy, bargain for better deals, buy bulk or economy packs, and postpone discretionary purchases. In a recessionary environment, they tighten their belt, simplify their consumption pattern, and hunt for bargains. However, the very poor and the very rich are not significantly impacted by temporary changes in the economy. The available purchasing power in an economy depends on current income, prices, savings, debt, and credit availability Income Distribution: There are four types of industrial structures: subsistence economies like Papua New Guinea, with few opportunities for marketers; raw-material-exporting economies like Democratic Republic of Congo (copper) and Saudi Arabia (oil), with good markets for equipment, tools, supplies, and luxury goods for the rich; industrializing economies like India, Egypt, and the Philippines, where a new rich class and a growing middle class demand new types of goods; and industrial economies like Western Europe, with rich markets for all sorts of goods. Marketers often distinguish countries using five income-distribution patterns: (1) very low incomes; (2) mostly low incomes; (3) very low, very high incomes; (4) low, medium, high incomes; and (5) mostly medium incomes.
  • 13. 3-12 Income Distribution in India The distribution of households in broad income categories in India and their aggregate consumption for 2005, and forecasts for 2015 and 2025, respectively, are shown in Table 3.4. Marketers need to take note of these trends and develop strategies to facilitate these changes and also benefit from them.
  • 14. 3-13 Sociocultural Environment Views of ourselves. Indian consumers have arrived. Fatalism, self-pity, and dependence on the government or charity of the rich in the past has given way to a new self-confidence, with even the poor and the deprived seeking greater participation and aspiring for better lifestyles. Views of others. Concerns for the poor and underprivileged, women, and children— particularly their nutrition status and education—and inclusive and equitable growth dominates the discussions among the better-off in the Indian society. The rapid decline in the joint family has also moved people toward seeking stronger bonds outside the family, among friends, neighbours, and professional associations. Views of organizations. After a period of relative calm in the labour–management relationship, organized labour has started demonstrating its impatience with perceived unfair management practices. In an employment market dominated by the unorganized sector, employees aspire for a secure job in the government, public sector and organized, private sector. Views of society. Some people defend society (preservers), some run it (makers), some take what they can from it (takers), some want to change it (changers), some are looking for something deeper (seekers), and still others want to leave it (escapers). Consumption patterns often reflect these social attitudes. Makers are high achievers who eat, dress, and live well. Changers usually live more frugally, drive smaller cars, and wear simpler clothes. Escapers and seekers are a major market for movies, music, surfing, travel, and spiritualism. Views of nature. Asians have been closer to nature for generations. Environment protection, nature worship, and living in harmony with nature are now at conflict with development. Construction of large dams, destructive and unauthorized mining, and the felling of trees by the timber mafia is threatening the old relationship between human beings and nature. However, several citizen groups and political parties are providing active resistance trying to push for a more balanced approach. Views of the universe. Most Asians are religious and look at the universe for harmonious, peaceful co-existence.
  • 15. 3-14 Other Cultural Factors in Marketing Core beliefs and values are passed from parents to children and reinforced by social institutions—schools, churches, businesses, and governments; hard to change Secondary beliefs and values are more open to change. Believing in the institution of marriage is a core belief; believing people should marry early is a secondary belief. Marketers have some chance of changing secondary values, but little chance of changing core values. The “Don’t drink and drive” and “Say no to plastics” are two marketing campaigns that influence secondary values of people. Although core values are fairly persistent, cultural swings do take place. In India, the generation of the 1950s and the 1960s was influenced by freedom fighters, socialism, and—to some extent— communism. The current “kool generation” is consumption-oriented, living for today, and is influenced by the film industry and cricket stars. Each society contains subcultures, groups with shared values, beliefs, preferences, and behaviors emerging from their special life experiences or circumstances. Marketers have always loved teenagers because they are trendsetters in fashion, music, entertainment, ideas, and attitudes. Attract someone as a teen, and you will likely keep the person as a customer later in life.
  • 16. 3-15 Natural Environment Corporate environmentalism recognizes the need to integrate environmental issues into the firm’s strategic plans. Trends in the natural environment for marketers to be aware of include: •the shortage of raw materials, especially water; •the increased cost of energy; •increased pollution levels; and •the changing role of governments. The Delhi Government’s initiative to convert all modes of public transport to CNG-powered vehicles helped reduce pollution levels in the city drastically.
  • 17. 3-16 Keys to Avoiding Green Marketing Myopia  Consumer Value Positioning  Calibration of Consumer Knowledge  Credibility of Product Claims Consumers report being concerned about the environment, yet research tells us that most consumers have not made major changes in how they shop and live in order to protect the environment. Thus, we have a gap in terms of what consumers claim to want and what they do – a green marketing myopia. In the past, the “green marketing” programs launched by companies around specific products were not always entirely successful. Consumers might have thought that the product was inferior because it was green, or that it was not even really green to begin with. Those green products that were successful, however, persuaded consumers that they were acting in their own and society’s long-run interest at the same time. Some examples were organic foods that were seen as healthier, tastier, and safer, and energy- efficient appliances that were seen as costing less to run. There are some expert recommendations as to how to avoid “green marketing myopia” by focusing on consumer value positioning, calibration of consumer knowledge, and the credibility of product claims. One challenge with green marketing is the difficulty consumers have in understanding the environmental benefits of products, leading to many accusations of “greenwashing” where products are not nearly as green and environmentally beneficial as their marketing might suggest.
  • 18. 3-17 Consumer Environmental Segments Consumers vary in their environmental sensitivity and can be categorized into six groups based on their degree of commitment: (1)genuine greens, who are most likely to think and act green; (2) not-me greens, who are very pro-green, but exhibit only moderately “green behaviors;” (3) go-with-the-flow greens, who engage in some green behaviors; (4) dream greens, who seem to care a lot about the environment, but don’t seem to have the knowledge or resources to do something about it; (5) business-first greens, for whom the environment is not a huge concern; and (6) mean greens, who claim to be aware of environmental issues, but do not express pro-green behaviors.
  • 19. 3-18 Technological Environment Accelerating pace of change: More ideas than ever are in the works, and the time between idea and implementation is shrinking. So is the time between introduction and peak production. Example: Apple introducing products at a rapid pace. Opportunities for innovation: Some of the most exciting work today is taking place in biotechnology, computers, microelectronics, telecommunications, robotics, and designer materials. Researchers are working on AIDS vaccines, safer contraceptives, and nonfattening foods. They are developing new classes of antibiotics to fight ultra-resistant infections, superheating furnaces to reduce trash to raw materials, and building miniature water- treatment plants for remote locations. Spending on research by companies: In India, historically, most of the R&D budget has been spent on development rather than research. However, in the last decade, many pharmaceutical and biotechnology companies have focused on contract research, while companies such as Tata and Mahindra and Mahindra have focused on appropriate and affordable technology with frugal innovations. Increased regulation of technological change: Governments has expanded its agencies’ powers to investigate and ban potentially unsafe products. S3
  • 20. Slide 18 S3 Removed US example from note Modified notes - indian exampe included Shawn, 4/11/2012
  • 21. 3-19 The Political-Legal Environment Business Legislation Growth of Special Interest Groups Government Agencies The political and legal environment consists of laws, government agencies, and pressure groups that influence various organizations and individuals. Sometimes these laws create new business opportunities. Mandatory recycling laws have boosted the recycling industry and launched dozens of new companies making new products from recycled materials. Two major trends are the increase in business legislation and the growth of special-interest groups.
  • 22. 3-20 Forecasting and Demand Measurement  How can we measure market demand? Figure illustrates that companies can prepare as many as 90 different types of demand estimates for six different product levels, five space levels, and three time periods. Each demand measure serves a specific purpose. A company might forecast short-run demand to order raw materials, plan production, and borrow cash. It might forecast regional demand to decide whether to set up regional distribution. There are many productive ways to break down the market: The potential market is the set of consumers with a sufficient level of interest in a market offer. The available market is the set of consumers who have interest, income, and access to a particular offer. The target market is the part of the qualified available market the company decides to pursue. The penetrated market is the set of consumers who are buying the company’s product.
  • 23. 3-21 A Vocabulary for Demand Measurement Market Demand Market Forecast Market Potential Company Demand Company Sales Forecast Company Sales Potential Only one level of industry marketing expenditure will actually occur. The market demand corresponding to this level is called the market forecast. The market forecast shows expected market demand, not maximum market demand. Market potential is the limit approached by market demand as industry marketing expenditures approach infinity for a given marketing environment. Companies interested in market potential have a special interest in the product-penetration percentage, the percentage of ownership or use of a product or service in a population. Companies assume that the lower the product-penetration percentage, the higher the market potential, although this also assumes everyone will eventually be in the market for every product. Company demand is the company’s estimated share of market demand at alternative levels of company marketing effort in a given time period. It depends on how the company’s products, services, prices, and communications are perceived relative to the competitors’. The company sales forecast is the expected level of company sales based on a chosen marketing plan and an assumed marketing environment. Two other concepts are important here. A sales quota is the sales goal set for a product line, company division, or sales representative. It is primarily a managerial device for defining and stimulating sales effort, often set slightly higher than estimated sales to stretch the sales force’s effort. A sales budget is a conservative estimate of the expected volume of sales, primarily for making current purchasing, production, and cash flow decisions. Company sales potential is the sales limit approached by company demand as company marketing effort increases relative to that of competitors.
  • 24. 3-22 Market Demand Functions Market demand for a product is the total volume that would be bought by a defined customer group in a defined geographical area in a defined time period in a defined marketing environment under a defined marketing program. Market demand is not a fixed number, but rather a function of the stated conditions. For this reason, we call it the market demand function. Its dependence on underlying conditions is illustrated in Figure 3.3(a). The horizontal axis shows different possible levels of industry marketing expenditure in a given time period. The vertical axis shows the resulting demand level. The curve represents the estimated market demand associated with varying levels of marketing expenditure. Some base sales—called the market minimum and labeled Q1 in the figure—would take place without any demand-stimulating expenditures. Higher marketing expenditures would yield higher levels of demand, first at an increasing rate, then at a decreasing rate. Marketing expenditures beyond a certain level would not stimulate much further demand, suggesting an upper limit called the market potential and labeled Q2 in the figure. The distance between the market minimum and the market potential shows the overall marketing sensitivity of demand. We can think of two extreme types of market, the expansible and the nonexpansible. An expansible market, such as the market for racquetball playing, is very much affected in size by the level of industry marketing expenditures. In terms of Figure 3.3(a), the distance between Q1 and Q2 is relatively large. A nonexpansible market—for example, the market for weekly trash or garbage removal—is not much affected by the level of marketing expenditures; the distance between Q1 and Q2 is relatively small.
  • 25. 3-23 Estimating Current Demand: Total Market Potential  Calculations  Multiply potential number of buyers by average quantity each purchases times price  Chain-ratio method Total market potential is the maximum sales available to all firms in an industry during a given period, under a given level of industry marketing effort and environmental conditions. A common way to estimate total market potential is to multiply the potential number of buyers by the average quantity each purchases, times the price. A good approach to estimate the potential number of buyers is to start with the total number of buyers and then eliminate groups that will not buy the product. A variation of this method is the chain-ratio method. It involves multiplying a base number by several adjusting percentages.
  • 26. 3-24 Estimating Current Demand: Area Market Potential 1. Market-Buildup The market-buildup method calls for identifying all the potential buyers in each market and estimating their potential purchases. It produces accurate results if we have a list of all potential buyers and a good estimate of what each will buy. Unfortunately, this information is not always easy to gather. Consider a machine-tool company that wants to estimate the market potential for its wood lathe in the Delhi area. It has to first identify all potential buyers of wood lathes in the area. The buyers will primarily comprise those manufacturing establishments in the Delhi area that have to shape or ream wood as part of their operations. The company could compile this list from a directory of manufacturing establishments published by the state industries department, from membership records of local industry associations, and from the Yellow Pages. Then it could estimate the number of lathes each industry might purchase based on the number of lathes per hundred employees or per Rs. 1 million of sales in that industry.
  • 27. 3-25 2. Multiple-Factor Index Many companies compute area indexes to allocate marketing resources. Suppose q drug company is reviewing the six cities listed in Table 3.6. The first two columns show its percentage of Indian brand and category sales in these four cities. Column 3 shows the brand development index (BDI), the index of brand sales to category sales. Delhi has a BDI of 114 because the brand is relatively more developed than the category in Delhi. Chennai’s BDI is 67, which means the brand is relatively underdeveloped there. Normally, the lower the BDI, the higher the market opportunity, in that there is room to grow the brand. Other marketers would argue instead that marketing funds should go into the brand’s strongest markets, where it might be important to reinforce loyalty or more easily capture additional brand share. Investment decisions should be based on the potential to grow brand sales.
  • 28. 3-26 Estimating Future Demand How do firms develop their forecasts? All forecasts are built on one of the three information bases: (1) what people say, (2) what people do, or (3) what people have done. The first basis—what people say—involves surveying the opinions of buyers or those close to them, such as salespeople or outside experts. It includes three methods: (1) survey of buyers’ intentions, (2) composites of sales force opinions, and (3) expert opinion. Building a forecast on what people do involves another method—putting the product into a test market to measure buyer response. The final basis—what people have done—involves analyzing records of past buying behavior or using time series analysis or statistical demand analysis. Survey of buyers’ intentions: Forecasting is the art of anticipating what buyers are likely to do under a given set of conditions. Because buyer behavior is so important, buyers should be surveyed. For major consumer durables (e.g., major appliances), several research organizations conduct periodic surveys of consumer buying intentions. Composite of sales force opinions: When buyer interviewing is impractical, the company may ask its sales representatives to estimate their future sales. Each sales representative estimates how much each current and prospective customer will buy of each of the company’s products. Few companies use sales force estimates without making some adjustments. Sales representatives might be pessimistic or optimistic, or they might go from one extreme to another because of a recent setback or success.
  • 29. 3-27 Expert opinion: Companies can also obtain forecasts from experts, including dealers, distributors, suppliers, marketing consultants, and trade associations. Large appliance companies periodically survey dealers for their forecasts of short-term demand, as do car companies. Dealer estimates are subject to the same strengths and weaknesses as sales force estimates. Past-sales analysis: Sales forecasts can be developed on the basis of past sales. Time-series analysis consists of breaking down past time series into four components (trend, cycle, seasonal, and erratic) and projecting these components into the future. Exponential smoothing consists of projecting the next period’s sales by combining an average of past sales and the most recent sales, giving more weight to the latter. Statistical demand analysis consists of measuring the impact level of each of a set of causal factors (income, marketing expenditures, price) on the sales level. Finally, econometric analysis consists of building sets of equations that describe a system, and proceeding to fit the parameters statistically. Market-test method: When buyers do not plan their purchases carefully or experts are not available or reliable, a direct-market test is desirable.
  • 30. 3-28 What Is Marketing Research? Marketing research is the systematic design, collection, analysis, and reporting of data and findings relevant to a specific marketing situation facing the company. Gaining marketing insights is crucial for marketing success. If marketers lack consumer insights, they often get in trouble. Effective marketing research follows the six steps shown in Figure. These steps will be discussed individually in the slides that follow. Market Research process
  • 31. 3-29 Step 1: Define the Problem  Define the problem  Specify decision alternatives  State research objectives Marketing managers must be careful not to define the problem too broadly or too narrowly for the marketing researcher. A marketing manager who says, “Find out everything you can about first class air travelers’ needs,” will collect a lot of unnecessary information. Step 2: Develop the Research Plan  Data sources  Research approach  Research instruments  Sampling plan  Contact methods The second stage of marketing research is where we develop the most efficient plan for gathering the needed information and what that will cost. To design a research plan, we need to make decisions about the data sources, research approaches, research instruments, sampling plan, and contact methods.
  • 32. 3-30 Research Instruments  Questionnaires  Qualitative Measures  Technological Devices A questionnaire consists of a set of questions presented to respondents. Because of its flexibility, it is by far the most common instrument used to collect primary data. Researchers need to carefully develop, test, and debug questionnaires before administering them on a large scale. Conventional questionnaires may not be effective in rural areas in South Asia, where literacy levels may be low. Marketing and Research Team (MART) has developed some innovative techniques for researching rural markets by creating variations of conventional rating and ranking scales. Qualitative research techniques are relatively unstructured measurement approaches that permit a range of possible responses. Their variety is limited only by the creativity of the marketing researcher. Qualitative approaches include word associations, projective techniques, visualization, brand personification, and laddering. There has been much interest in recent years in various technological devices. These include galvanometers, tachistoscopes, and eye cameras. Research Approaches  Observational and ethnographic  Focus group  Survey  Behavioral data  Experimental research
  • 33. 3-31 Sampling Plan  Sampling unit: Who is to be surveyed?  Sample size: How many people should be surveyed?  Sampling procedure: How should the respondents be chosen? After deciding on the research approach and instruments, the marketing researcher must design a sampling plan. This calls for the three decisions listed above. Contact Methods  Mail contacts  Telephone contacts  Personal contacts  Online contacts After deciding on the research approach and instruments, the marketing researcher must design a sampling plan. This calls for the three decisions listed above.
  • 34. 3-32 What Is a Marketing Decision Support System (MDSS)? Some organizations use marketing decision support systems to help their marketing managers make better decisions. A marketing decision support system (MDSS) is a coordinated collection of data, systems, tools, and techniques, with supporting software and hardware, by which an organization gathers and interprets relevant information from business and environment and turns it into a basis for marketing action.
  • 35. 3-33 Characteristics of good Marketing Research
  • 36. 3-34 Marketing Metrics Marketing metrics are the set of measures that helps marketers quantify, compare, and interpret marketing performance. Two complementary approaches to measuring marketing productivity are: (1) marketing metrics to assess marketing effects and (2) marketing-mix modeling to estimate causal relationships and measure how marketing activity affects outcomes. Marketing dashboards are a structured way to disseminate the insights gleaned from these two approaches within the organization. Marketing-Mix Modeling Marketing accountability also means that marketers must more precisely estimate the effects of different marketing investments. Marketing-mix models analyze data from a variety of sources, such as retailer scanner data, company shipment data, pricing, media, and promotion spending data, to understand more precisely the effects of specific marketing activities. To deepen understanding, marketers can conduct multivariate analyses, such as regression analysis, to sort through how each marketing element influences marketing outcomes such as brand sales or market share.