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Traditional media
Established, offline mass media channels; one-way communication; difficult to target
Digital media
Online, internet-based channels including social media, SEO, display ads, email marketing, and websites; two-way communication
Alternative media
Non-traditional, unconventional channels such as experiential marketing, product placement, and ambient advertising
Paid media
Media where you pay for placement (e.g., ads)
Owned media
Channels your brand controls (e.g., website, social accounts)
Earned media
Exposure you didn't pay for and don't control (e.g., press coverage, word of mouth)
Reach
Total unique individuals exposed to a campaign over a specified period; measures breadth of audience penetration
Impressions
Total number of times a campaign ad is displayed, regardless of whether it is clicked or interacted with
Frequency
Average number of times individuals within the target audience are exposed to a campaign; formula
Click-Through Rate (CTR)
Percentage of users who click on a campaign message relative to total impressions; formula
Conversion Rate
Percentage of users who take a desired action after interacting with the campaign; formula
CPM (Cost Per Mille)
Cost to deliver 1,000 impressions; used to compare cost-efficiency across media channels; formula
Cost per Acquisition (CPA)
Average cost to acquire a new customer through a campaign; formula
Customer Acquisition Cost (CAC)
Total marketing and sales spend required to acquire one new customer across all efforts; formula
Return on Investment (ROI)
Profit generated per dollar spent, expressed as a percentage; formula
Follower Count
Total followers on a given platform; a baseline measure of audience size
Audience Growth Rate
Percentage increase in followers over time; indicates brand momentum and expanding reach
Engagement Rate
Interactions (likes, comments, shares) divided by audience; measures content resonance
Amplification Rate
Shares divided by followers; measures how actively users spread content
Audience Demographics
Age, gender, location, and interests of followers; used to verify target audience alignment
Social Sentiment
Ratio of positive, neutral, and negative brand mentions; captures consumer perception
Content Quality
Assessment of aesthetics, creativity, and relevance to the target audience
Content Consistency
Regularity and reliability of the influencer's posting schedule
Content Authenticity
How genuine the content feels, including transparency around sponsored posts
CSAT Score
Average satisfaction rating from post-purchase surveys; measures short-term satisfaction
Net Promoter Score (NPS)
Percentage of Promoters minus percentage of Detractors; indicates likelihood to recommend and long-term loyalty
Social Share of Voice (SOV)
Brand mentions divided by total category mentions; measures brand visibility relative to competitors
Brand Partnerships (metric)
Track record of brand collaborations; signals credibility and strategic fit
Sustainability firm strategy steps
(1) Screen sustainability issues, (2) Find solutions and innovate, (3) Segment the market, (4) Position
Life Cycle Assessment (LCA)
Method for analyzing environmental impacts of a product across its entire life, from raw material extraction through disposal
Stages of the product lifecycle (cradle to grave)
Biomass production (forestry/farming) → Manufacturing/processing → Retail and use → End of life → Re-use, recycling, or energy recovery
Carbon footprint
Total greenhouse gas emissions emitted directly or indirectly by an individual, organization, event, or product throughout its lifecycle
Ecological footprint
Comprehensive measure of humanity's demand on Earth's ecosystems; quantifies land and water area required to support a population's consumption patterns
What are the six dimensions of the complete package for sustainable products?
Sourcing, Ingredients, Production & Transportation, Packaging, Disposal, Social Value
Complete package — Sourcing
How and where raw materials are extracted; must be environmentally responsible (e.g., regenerative agriculture) and socially responsible (e.g., fair labor). Examples
Complete package — Ingredients
The physical materials the product is made of; must be non-toxic and low-impact. Examples
Complete package — Production & Transportation
Resources used in manufacturing and shipping; minimize water, energy, waste, and emissions. Examples
Complete package — Packaging
Materials used to contain and ship products; reusable or package-free is ideal. Examples
Complete package — Disposal
End-of-life design; products should be repairable, upgradeable, or recyclable. Examples
Complete package — Social Value
Broader benefit the company creates for society beyond the core product. Examples
Halo effect (sustainability)
When a company excels on one sustainability dimension, consumers assume it performs well on all dimensions — can lead to greenwashing accusations when gaps are discovered
What are the four types of sustainability innovations (by knowledge and application)?
New knowledge + existing application = development/application of alternative technologies; New knowledge + new application = co-evolution of new systems; Existing knowledge + existing application = incremental improvements; Existing knowledge + new application = creation of novel product and service niches
Sustainability innovation — Incremental improvement
Small improvements to reduce resource consumption, waste, or environmental impact using existing knowledge in existing applications
Sustainability innovation — Alternative technology development
Using new knowledge to improve existing applications or solve existing sustainability challenges
Sustainability innovation — Novel product/service niches
Applying existing knowledge to new applications; creating new market categories around sustainability
Sustainability innovation — Co-evolution of new systems
Applying new knowledge to entirely new applications; fundamentally new systems emerge
What are the three strategies for circularity?
Retain Product Ownership (RPO), Product Life Extension (PLE), and Design for Recycling (DFR); choice depends on how easy it is to get the product back and how easy it is to recover value from it
Retain Product Ownership (RPO)
Producer rents or leases rather than sells; retains responsibility for the product at end of use. Examples
Product Life Extension (PLE)
Designing products to last longer; enables markets for refurbished or used products. Examples
Design for Recycling (DFR)
Redesigning products and manufacturing processes to maximize recoverability of materials. Examples
Circularity Matrix — Easy to access, easy to process
Products with existing recycling infrastructure; strategy is incremental DFR. Example
Circularity Matrix — Easy to access, hard to process
Products easy to collect but complex to recycle; strategy is DFR with partnerships. Examples
Circularity Matrix — Hard to access, easy to process
Products difficult to retrieve due to use context; strategy is DFR with infrastructure/partnerships. Example
Circularity Matrix — Hard to access, hard to process
Products difficult to retrieve and complex to process; strategy is PLE + RPO. Examples
What are the four green marketing strategies?
Lean Green, Defensive Green, Shaded Green, Extreme Green; determined by two dimensions
Ginsberg & Bloom — Substantiality
How substantial (large and responsive) is the green consumer segment for this company? Would the business gain or lose significantly based on perceived greenness?
Ginsberg & Bloom — Differentiability
Can the company credibly differentiate itself from competitors on the green dimension, given its resources, capabilities, and competitive context?
Lean Green
Low substantiality of green segments + low differentiability; greenness mostly in product development and manufacturing for cost efficiency; do not publicize. Example
Defensive Green
High substantiality of green segments + low differentiability; mostly quiet PR promotions and temporary initiatives in response to pressure or crisis. Example
Shaded Green
High differentiability + lower emphasis on green marketing; lead with direct consumer benefits, secondary promotion of environmental attributes. Examples
Extreme Green
High substantiality + high differentiability; all aspects of the business are green; often niche markets and specialty channels. Examples
What are the five LOHAS consumer segments?
LOHAS, Naturalites, Drifters, Conventionals, Unconcerneds
LOHAS segment
Active stewards; lifestyle oriented; focused on personal and planetary health; heaviest purchasers of green products; early adopters
Naturalites segment
Motivated primarily by personal health; purchase healthy products that are often secondarily green; income-restricted; secondary target for green CPG brands
Drifters segment
Green followers; new to green; want to be seen as doing their part
Conventionals segment
Practical and rational; motivated by cost savings; eco-benefits are secondary
Unconcerneds segment
Less concerned about environmental issues; deal with day-to-day life; show some eco-behaviors but not motivated by sustainability
What are the four types of sustainability positioning?
Type I (socio-ecological value primary), Type II (equal emphasis on performance, price, and sustainability), Type III (sustainability integral to performance/quality), Type IV (refrain from communicating sustainability benefits)
Sustainability Positioning I
Socio-ecological value is primary; price and performance are secondary. Example
Sustainability Positioning II
Equal emphasis on performance, price, and socio-ecological aspects; challenge is convincing customers the brand delivers on all. Examples
Sustainability Positioning III
Sustainable value is integral to performance and quality; targets LOHAS customers willing to pay premium for quality that includes environmental/social benefits. Examples
Sustainability Positioning IV
Refrain from communicating environmental and social benefits if target market is put off by such claims. Examples
Direct to consumer (DTC) brands
Brands that sell products directly to end consumers without third-party retailers, wholesalers, or other intermediaries; often use social media. Examples
Why did DTC brands become so popular?
Rise of social media (nearly 74% of shoppers find purchase inspiration from social outlets); lower barriers to digital advertising; millennial shift away from traditional media; scalable fulfillment infrastructure (Shopify, Flexe, Stripe)
Struggles of DTC brands
Overcrowding and rising costs on social media; customer acquisition and retention challenges; rapid growth forces move to physical retail; logistics complexity; copycats; narrow niches limit scale
Iron law of distribution
Consumers must be able to learn about, see, buy, and service a product somewhere along the distribution chain; DTC brands initially bypassed this but faced market limitations as they scaled
New digital buyer's journey
Non-linear journey with pre- and post-purchase loops; customers move back and forth between awareness, consideration, purchase, and loyalty stages
Attractive endorser
Persuades through identification — receiver wants to be like the source and adopts similar beliefs; image-driven; persuasion is fragile and depends on continued source support
Credible endorser
Persuades through internalization — receiver adopts the opinion because they believe the information is accurate; evidence/expertise-driven; persuasion is more durable
Four building blocks of a successful DTC celebrity brand
(1) Deeply engaged social media following, (2) genuine fit between celebrity and product, (3) superior product, (4) strong two-way engagement with fans and followers
Onsite Behavioral Analytics (DTC KPI)
Data on how users interact with the website — pages viewed, time spent, navigation paths; reveals engagement and friction points
Onsite Search (DTC KPI)
What customers search for on the website; indicates intent, unmet demand, and product discovery gaps
Automated pricing
Uses algorithms and AI to set, adjust, and optimize prices without manual human intervention, responding to real-time data on demand, competition, inventory, and customer behavior
Automated pricing continuum
Rule-based → Optimization algorithms → Reinforcement learning; increasing levels of AI autonomy and complexity
Rule-based pricing
If/then pre-set pricing rules. Example
Optimization algorithm pricing
Mathematical models that find profit-maximizing prices from historical data. Example
Reinforcement learning pricing
AI that learns from outcomes and continuously updates pricing. Example
Dynamic pricing
Adjusting prices in real time based on supply and demand. Examples
Personalized pricing
Charging different customers different prices based on individual characteristics. Examples
Price experimentation
Running continuous experiments to find the profit-maximizing price; "earn while you learn"; especially useful for new products with no historical data. Example
What are the four strategic risks of AI pricing?
(1) Customer backlash, (2) Training customers to hunt for deals, (3) Algorithmic bias, (4) Algorithmic collusion
Drip pricing
Additional charges revealed to consumers after they have committed to purchase or shown intent; true total price is disclosed gradually. Examples
Tiered pricing
Strategy where a product or service is offered at multiple price points, each bundling different features, allowing customers to self-select the value level that suits them. Example
Agentic commerce
AI agents make purchasing decisions and execute transactions on behalf of consumers; includes autonomous replenishment, price-optimizing purchasing, and negotiating agents
Strategic implications of agentic commerce
Brand loyalty weakens as agents optimize for price/specs; pre-purchase discovery loop is bypassed; firms must tailor content for agent-readable data and structure pricing for machine-to-machine negotiation