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operating profit equation
operating profit = revenue - cogs - operating expense
how is revenue calculated
revenue = sales volume x unit price
main insight from competitive pricing dynamics
optimal pricing depends on competitor behavior
price elasticity
measures how sensitive the quantity demand is to price changes
elastic
demand is more sensitive to price
examples of industries where demand is typically elastic
situations where there are a lot of substitutes (casual dining, fast food, leisure travel)
inelastic
demand that is not sensitive to price
examples of industries where demand is typically inelastic
offerings without close substitutes; high brand loyalty (necessities like food, gas, healthcare)
price elasticity formula
% change in demand / % change in price
Absolute value of price elasticity >1
means that demand is elastic
Absolute value of price elasticity
means that demand is inelastic
Absolute value of price elasticity =1
means unitary demand
when is lowering price most effective to boost volume
when demand is elastic
factors influencing elasticity?
availability of subsitutes, share of income, necessity, brand loyalty
break even formula
fixed costs / (selling price per unit - variable cost per unit)
another name for selling price per unit - variable cost per unit
contribution margin
what two pricing strategies are firms picking between when they launch a new product
skim or penetration
skim pricing
charging a high price to maximize margins at the expense of market share
when is skim pricing appropriate
little competition, inelastic demand, a company that doesn't let you mass produce
penetration pricing
setting a low initial price to gain market share quickly
when is penetration pricing appropriate
elastic demand, many competitors, scalable mass production
example of penetration pricing
Netflix is free for the first month then paid subscription
economy/value pricing
no frills, low-price approach (e.g., Walmart)
premium pricing
high price to reflect exclusivity or quality (ex apple)
psychological pricing
Using price endings like $19.99 instead of $20 to boost sales
cost-plus pricing
Adding a fixed markup % to cost (e.g., Kroger)
optional-product pricing
Selling extras or upgrades to raise total purchase price (upselling)
captive-product pricing
Companies charge premium price for necessary product complements (selling a printer at a loss and have huge margins for ink)
Productive bundle pricing
Selling multiple products together (e.g., game console + games)
promotional pricing
Temporary discounts - BOGO, coupons, sales
geographic pricing
Adjusting prices by region to reflect cost or market differences
what is the purpose of price optimization
to find the price that balances value perception, cost, and demand
why can higher prices sometimes increase break even ease?
because contribution margin rises, so fewer units are needed
what factors increase a consumers willingness to pay
time savings, convenience, environmental benefit, or quality improvements
why does trust matter in promotion
drives targeting accuracy, customer loyalty, and brand credibility
marketing funnel stages (top down)
1. awareness
2. interest
3. desire
4. action
5. loyalty
6. advocacy
why are awareness + action ads hard to combine
they require different messaging (education v conversation)
branded content
advertising that uses entertainment or media content to promote a brand
how is branded content different from embedded marketing (eg product placements)
branded content is built around the brand not just placed in it (ex barbie movie)
challenges of branded content
high cost, risk of backlash, competition for attention, potential to dilute brand
guerrilla marketing
form of advertising designed to promote offerings in an unconventional way with little budget to spend
typical format for guerrilla marketing
out of home (OOH) stunts that encourage social sharing
key benefits of guerrilla marketing
low cost, viral potential, high engagement
risks of guerrilla marketing
misinterpretation, backlash, loss of control once content is public
four essential web metrics
visits, duration, bounce rate, conversation rate
what is the difference between visits and visitors
visits = total sessions; unique visitors = distinct users
when is low repeat behavior acceptable?
when the website has a information goal (ex. event info pages)
what is duration
time spent on a page; indicates engagement
web session
once you start surfing the web
click stream behavior
every time you click some data is recorded; need this to measure duration
what does high bounce rate mean
user leaves after one page. good for info sites; bad for shopping or engagement focused pages
how can we interpret bounce rate with duration
high bounce rate with low duration shows poor engagement. high bounce rate with high duration shows that the goal is quickly achieved
what is conversion rate
(#success outcomes) / (#unique visitors)
examples of success outcomes
purchases, form submissions, applications
why are conversion rates typically low
many visitors browse without taking action
What other online metrics may be useful to determine how effective your website is?
where people came from
what is SEO
increasing organic visibility by improving page quality of links to a site
what algorithm ranks sites in google
PageRank (based on number and quality of links to a site)
key factors influencing PageRank
keyword density, title tags, meta descriptions, URL structure, link quality
what is GEO
optimizing content to appear in AI tools by making web information easy to summarize
how does search advertising work
advertisers bid on keywords; placement depends on bid + quality score; pay per click
what are product listing ads (PLAs)
sponsored product ads in e-commerce results (amazon, google shopping)
why do PLAs have higher CTR?
users are already shopping so they are closer to conversion
what is display advertising
ads shown on websites
three main pricing models
CPM (cost per thousand impressions) , CPC (cost per click), CPA (cost per acquisition)
when use CPM (cost per thousand impressions)
for brand awareness on high traffic sites
when use CPC (cost per click)
for targeted performance campaigns
when use CPA (cost per acquisition)
when you pay only after conversation (since this is when someone clicks and they buy)
what is targeting
showing ads to audiences most likely to convert
what are main targeting types
Characteristic-based (demographics), Geotargeting, Behavioral, Retargeting, Demographic Inference, Contextual
What is behavioral targeting
Based on users' clickstream or browsing history
What is retargeting
Serving ads to people who viewed a product but didn't buy it
What is demographic inference
Estimating traits (age, income, gender) from browsing patterns
What is contextual targeting
Matching ad content to the website's theme (e.g., sports gear ads on ESPN)
What are the two biggest spending buckets in social-media budgets?
Content creation (largest) Analytics (monitoring, measurement, optimization).
What are the two most common social-media metrics firms track?
volume and sentiment
What does "volume" measure in social media
How much conversation or how many mentions a brand or topic receives
Strengths of volume metrics
Easy to measure; shows popularity or awareness levels
Weaknesses of volume metrics
Doesn't show tone or meaning; buzz can be negative; conversations may be off-topic (e.g., Apple vs apple fruit)
Best uses of volume data?
Establish a baseline, track shifts from baseline, and test if changes in volume relate to business outcomes
Example of volume not always being good
When AWS went down (huge spike in mentions but all negative)
What does "sentiment" measure?
The overall tone of conversation (positive (+1), neutral (0), negative (-1))
What scale types can be used in sentiment coding?
Dichotomous (positive/negative) or continuous (full range of scores)
What is the most common sentiment found on social media
neutral
Why be cautious with average sentiment scores
they discard variation; negative comments contain valuable insights
Strengths of sentiment analysis
Provides some idea of what people are saying; richer than volume alone
Weaknesses of sentiment analysis
Can be skewed by a few vocal users, sarcasm, or measurement error
Why must social-media monitoring be done cautiously
Because of the silent-majority vs vocal-minority issue — online voices may not represent most customers
What factors shape what you "hear" online
Which platforms you monitor, fake/AI reviews, and users motivations (self-enhancement vs altruism)
What is the key insight about consumers and social media
Consumers (not brands ) dominate social-media conversations
What is boycotting
Refusing to buy to punish a company
What is buycotting
Intentionally buying from brands whose values align with yours
Which is typically stronger (buycotting v boycotting)
Buycotting — positive alignment drives stronger, longer-lasting behavior
Why is emotion one of the strongest drivers of virality
High arousal emotions (anger, excitement, awe) increase attention and sharing speed.
What does STEPPS stand for (6 factors that increase how likely the content is to go viral)
Social Currency, Triggers, Emotion, Public, Practical Value, Stories
What is Social Currency in the STEPPS Model
people share things that make them look good, smart, or "in-the-know." The brand gives them something remarkable to talk about (ex. ice bucket challenge)
What are Triggers in the STEPPS Model
Everyday cues that remind people of a brand or idea and prompt them to think or talk about it (ex. geicos hump day)
What does Emotion mean in the STEPPS Model
People share content that makes them feel strong emotions, the higher the emotional arousal, the more engaged they are (heartwarming ads like coca-colas holiday campaign)
What is "Public" in the STEPPS Model
People imitate what they can see, making a product visible encourages others to use or talk about it (ex. Starbucks cup)
What is Practical Value in the STEPPS Model
People share things that are useful, helpful, or save time and money (dollars shave club video, showed cheap simple razors while entertaining consumers)