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marketing research
systematic gathering of marketing-related data to produce information for decision-making.
philosophy of science
the study of elements of scientific inquiry.
scientific method
current knowledge → theory & hypothesis → study design & data collection → theory test → conclusion.
what is the purpose of marketing research
helps managers make decisions related to the marketing mix (product, price, promotion, place).
what are the four functions of marketing research?
exploratory: understand a problem or situation
descriptive: describe market characteristics
diagnostic: explain causes of outcomes
predictive: forecast future outcomes
applied research
solves a marketing problem, investigates opportunity, or understand results of previous decisions
basic research
advances general marketing knowledge, verifies a marketing theory or concept
when and why do companies outsource research projects?
the decision can be made based on cost, capabilities, staff workload, and quality of data
share the evolution of the marketing research industry
1879: first studies
1920: foundation
1975: golden age
1995: insight stage
2010: consultative stage
what makes up the composition of marketing research industry?
full-service firms: conduct all types of research
boutique firms: specialize in one research method, audience, or analysis
sample companies: provide samples and collect data
sample aggregators: collect data using multiple sampling companies
what are some factors that affect the marketing research industry?
data privacy
automation & A.I.
telecommunications technology
economics and DIY
research panels
crowdsourcing competition
what are the best practices for line charts?
clear title
x and y axis labels
key/legends
what is a moving average in sales forecasting?
a method that calculates the average of sales over a specific number of past periods to predict future sales.
what is trend analysis in sales forecasting, and how are regression-based models used?
a) identifies patterns in historical sales data over time to predict future sales, b) to quantify the relationship between sales and one or more independent variables.
what are salesforce estimates in sales forecasting?
predictions of future sales based on input and insights from a company's sales team, often considering market conditions and customer interactions.