#035 Marketing Analytics - The Marketing Process
WHY?
there types:
- Descriptive: looking at the past: what happened?
- Predictive & Prescriptive: looking at what will happen, what will happen in AB testing
Marketing Analytics brings more money.
UNDERSTAND MARKETING PROCESS
Start with Objectives
- customer
- company
- competitor
- collaborators
- context
to Strategy
- Segmentation
- Targeting
- Positioning
to Tactics
- Product
- Price
- Place
- Promotion
to Financials
- Margin
- ROI
Return on investment (ROI) is a performance measure used to evaluate the efficiency or profitability.
To calculate ROI, the benefit (or return) of an investment is divided by the cost of the investment. The result is expressed as a percentage or a ratio.
\[\text{ROI} = \frac{\text{Current Value of Investment - Cost of Investment}}{\text{Cost of Investment}}\]
- CLV
Customer lifetime value (CLV) is the total revenue or profit generated by a customer over the entire course of their relationship with your business.
\[\text{Customer lifetime value} = \text{Number of purchases} * \text{Value of purchase} * \text{Average customer lifespan}\]
AIRBNB MARKETING PROCESS
Objectives
Airbnb is a home-sharing site that connects travelers with hosts who offer unique places to stay.
Hot to improve customer experience?
- Customer: you and me
- Company: Airbnb
- capability: protal itself & allowing customer to look for places available on the portal
- Competitor: Hotels
- feature
- Collaborators: You and me
- Cotext: Sharing Economy
Strategy
Segmentation
the way to categorize customers & their feature
- Location
- Adventure
- Price
- Vacation
- Family
- Students
Targeting
looking at which segment to focus on
for example: Family
Positioning
what is the value proposions that Airbnb proposes for families?
A value proposition in marketing is a concise statement of the benefits that a company is delivering to customers who buy its products or services.
value proposion -> customer’s need
Tactics
- Product: apartment…
- Price: …
- Place: …
- Promotion: reviews…
Financials
how does Airbnb make money?
Guests -6-12% Reservation subtotal-> Airbnb <- 3% Service fee- Host
AIRBNB STRATEGY CHALLENGE
- How do we improve the rental prospects for our hosts and identify better rental options for our guests?
- How do we leverage the user generated content on our website?
- Is there value in improving the pricing of properties?
Solve it with Data
build a Mental Model
Predictive Model: \(\text{Profit Per Property} = \text{Price} * \text{Num of Rentals} * \text{Minimum Stay} * \text{Gross Margin(\%)}\)
Num of Rentals
- Star Rating
- Review
- Property Attributes
Reviews
Text Analytics: special software + keyword(property) maybe AI?
finally get a number R and plug it into predictive model.
the rest
and finally know what element decides the wishlist num.
Insights Gained
different region -> different elements -> Regional Strategy
TAKEAWAYS
- Marketing is art and scenice.
- Analytics provides marketing managers the opportunity to test intuition about marketing.
- Insights from analytics can challenge widely held assumptions.
- Confidence in decisions that flow out of marketing process is higher when it is informed by analytics.