lecture 1 Flashcards
digital marketing
marketing of products or services using digital technologies, mainly on the internet, but also including mobile phones, display advertising and any other digital medium
Marketing on Digital platforms internet web and mobile = digital / content / internet marketing
social media marketing
the process of creating (tailored) content to drive engagement, promote a business and generate revenue
Marketing strategy
refers to a firms overall game plan for reaching and engaging with consumers
gold standard data driven marketing
anchor on a decision that needs to be made
Finds data for a purpose
Start from what is unknown
EMpowers decision making
Three main ways to analyze data
descriptive analysis
Includes exploratory analysis
Causal evidence
Predictive analysis
descriptive analysis
summarise characteristics of data set
What does the data look like (means, standard deviations distributions of data)
(results are stylised facts)
Example:
How are users who discuss a movie connected on social media
is revenue attributed to clicks from search engines higher than last week
Has revenue growth from digital stores stayed high after covid-19
Causal evidence
does a lead to B
Might also care about the mechanism of how it happens
Example:
Do search enginge ads increase product purchases
Does product promotion by influencers increase demand
Do push notifications work? in what way?
Causal driven marketing eg
What is the impact of an marketing intervention (X) on an outcome (Y)
1) Hard to evaluate
2) Need to compute counterfactuals
3) Challenge: same person cannot both get treatment and not get treatment.
Predictive analysis
How can I best predict an outcome
When A occurs, so does B
E.g.
Is a review posted by a real person or by a bot
How many retweets does nike expect its next tweet to get?
Who is most likely to click on a digital ad?
Not the focus for this class but still matters, but time constraints
high quality data driven solutions are incredibly useful: Why?
Digital and social media impacts a wide variety of industries
-Media and entertainment, politics, health care, FMCG, fashion and beauty
Digital markets deliver a deluge of data
It provides real ansers to real problems in marketing and business strategy
People care about the answers
Being able to do (good) strategy relevant analytics ensures many (enjoyable) job prospects
However its hard
One needs to learn to use the right statistical tools and be able to work on causal (and predictive) questions while understanding the context of the problem at hand
(that seems like a lot…)
and… learning the tools can be boring
Opinion: I think the upside far, far outweighs the bad.