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Summary
# Consumer behavior models in e-commerce
Consumer behavior models in e-commerce aim to predict or explain a wide range of consumer decisions, drawing on demographic factors and immediate intervening variables. Consumers often shop online primarily for convenience [3](#page=3).
## 1. Consumer behavior models
### 1.1 The study of consumer behavior
The study of consumer behavior is a social science discipline. It attempts to predict or explain a wide range of consumer decisions based on background demographic factors and other intervening, more immediate variables [3](#page=3).
### 1.2 The online purchasing decision process
The consumer decision process for online purchasing involves five stages, which are similar to those in offline behavior [5](#page=5) [7](#page=7):
1. **Awareness of need** [5](#page=5).
2. **Search for more information** [5](#page=5).
3. **Evaluation of alternatives** [5](#page=5).
4. **Actual purchase decision** [5](#page=5).
5. **Post-purchase contact with firm** [5](#page=5).
### 1.3 General online behavior model
A general model for online consumer behavior considers several factors:
* **Consumer skills** [7](#page=7).
* **Product characteristics** [7](#page=7).
* **Attitudes toward online purchasing** [7](#page=7).
* **Perceptions about control over Web environment** [7](#page=7).
* **Website features**: This includes latency, usability, and security [7](#page=7).
* **Clickstream behavior**: This refers to the sequence of pages a user views on a website [7](#page=7).
> **Tip:** Understanding these factors helps e-commerce businesses design more effective websites and marketing strategies.
#### 1.3.1 Clickstream behavior
Clickstream factors provide insights into user behavior and can be used for marketing purposes. These include [9](#page=9):
* Number of days since the last visit [9](#page=9).
* Speed of clickstream behavior [9](#page=9).
* Number of products viewed during the last visit [9](#page=9).
* Number of pages viewed [9](#page=9).
* Whether personal information has been supplied [9](#page=9).
* Number of days since the last purchase [9](#page=9).
* Number of past purchases [9](#page=9).
**Clickstream marketing** is developed dynamically as customers use the Internet [9](#page=9).
> **Example:** A website noticing a user spending a long time on product pages might dynamically offer a discount or related product recommendations.
### 1.4 Shoppers: browsers and buyers
In the U.S., over 92.5% of Internet users are shoppers, with 83.5% being buyers. Approximately 9% are browsers, and only 7.5% do not shop online. E-commerce and traditional commerce are closely coupled, with online activities influencing offline brands and shopping, and vice versa [10](#page=10).
### 1.5 How shoppers find vendors online
Shoppers are generally goal-oriented and highly intentional when looking for vendors online. The primary methods include [11](#page=11):
* Using search engines (a majority) [11](#page=11).
* Going directly to an online marketplace [11](#page=11).
* Going directly to specific retail websites [11](#page=11).
> **Tip:** Search engine optimization (SEO) and presence on popular online marketplaces are crucial for vendor visibility.
### 1.6 Trust, utility, and opportunism in online markets
Several factors significantly influence whether consumers choose to shop online or not. These are [12](#page=12):
* **Trust**: This is a perception of credibility, ease of use, and perceived risk. Sellers build trust through strong reputations for honesty, fairness, and reliable delivery [12](#page=12).
* **Utility**: This refers to perceived benefits such as better prices, convenience, and speed [12](#page=12).
* **Opportunism**: This is related to the asymmetry of information, where one party has more or better information than the other [12](#page=12).
> **Example:** A consumer might be hesitant to buy from an unknown website due to a lack of trust (perceived risk), even if the prices are competitive (utility). Conversely, a well-known brand's website might enjoy high trust, leading to more purchases.
---
# Digital commerce marketing and advertising features
Digital commerce marketing and advertising are characterized by several distinct features that differentiate them from traditional marketing approaches. These features include personalization, participation, peer-to-peer interaction, and community building, with the most effective online marketing strategies leveraging all four aspects [13](#page=13).
### 2.1 Distinctive features of online marketing
Online marketing offers a more dynamic and interactive experience compared to traditional methods. The key distinguishing features are:
* **More personalized:** Online platforms allow for tailored marketing messages and offers based on individual user data, preferences, and behavior [13](#page=13).
* **More participatory:** Consumers can actively engage with brands and marketing content, providing feedback, contributing to content, and co-creating experiences [13](#page=13).
* **More peer-to-peer:** The online environment facilitates direct communication and recommendations between consumers, influencing purchasing decisions through social networks and reviews [13](#page=13).
* **More communal:** Online channels enable the formation of communities around brands or products, fostering a sense of belonging and shared experience among customers [13](#page=13).
The synergy of these four features is crucial for maximizing the impact of online marketing efforts [13](#page=13).
### 2.2 Strategic considerations for digital marketing
Implementing an effective digital marketing strategy involves addressing several key strategic issues and questions:
* **Prioritization of marketing plan elements:** Determining which components of the marketing plan should be addressed first [14](#page=14).
* **Platform integration for message coherence:** Ensuring a unified and consistent brand message across various digital platforms [14](#page=14).
* **Resource allocation:** Deciding how to distribute marketing budgets and other resources effectively among different digital channels and activities [14](#page=14).
* **Metrics measurement and comparison:** Establishing methods to measure and compare performance metrics from disparate platforms [14](#page=14).
* **Linking digital efforts to sales revenues:** Developing a system to track and attribute sales directly to specific digital marketing initiatives [14](#page=14).
---
# The digital marketing roadmap and its components
The digital marketing roadmap outlines a comprehensive strategy for online and offline marketing efforts, encompassing various channels to reach and engage target audiences [15](#page=15) [20](#page=20) [44](#page=44).
### 3.1 Overview of the digital marketing roadmap
The digital marketing roadmap serves as a strategic framework for businesses to navigate the complex landscape of online and offline marketing. It categorizes various marketing activities into distinct channels, providing a structured approach to campaign planning and execution [15](#page=15) [20](#page=20) [44](#page=44).
### 3.2 Key components of the digital marketing roadmap
The roadmap is comprised of several core components, each representing a distinct area of digital marketing:
#### 3.2.1 Website
The website is the central hub of a digital marketing presence, serving as a primary platform for information, engagement, and transactions [15](#page=15) [20](#page=20) [44](#page=44).
#### 3.2.2 Traditional online marketing
This category includes established digital marketing tactics that have been foundational in online advertising. It encompasses [15](#page=15) [20](#page=20) [44](#page=44):
* **Search engine marketing:** Strategies aimed at increasing visibility on search engine results pages (SERPs).
* **Display advertising:** Visual ads, such as banner ads, placed on websites and other digital platforms.
* **Email marketing:** Direct communication with prospects and customers via email to build relationships and drive sales.
* **Affiliate marketing:** A performance-based marketing strategy where a business rewards affiliates for each customer brought in through the affiliate's marketing efforts.
#### 3.2.3 Social marketing
Social marketing leverages social media platforms and related channels to connect with audiences, build communities, and drive brand awareness and action. This includes [15](#page=15) [20](#page=20) [44](#page=44):
* **Social networks:** Platforms like Facebook, Instagram, X (formerly Twitter), and LinkedIn [15](#page=15) [20](#page=20) [44](#page=44).
* **Blogs:** Online journals or informational websites [15](#page=15) [20](#page=20) [44](#page=44).
* **Visual content:** Marketing through images and infographics [15](#page=15) [20](#page=20) [44](#page=44).
* **Video marketing:** Utilizing video content for promotion and engagement [15](#page=15) [20](#page=20) [44](#page=44).
* **Gaming:** Incorporating marketing into online gaming environments [15](#page=15) [20](#page=20) [44](#page=44).
* **Metaverse and NFT:** Emerging areas involving virtual worlds and non-fungible tokens [15](#page=15) [20](#page=20).
#### 3.2.4 Mobile marketing
Mobile marketing focuses on reaching consumers through their mobile devices. Key elements include [15](#page=15) [20](#page=20) [44](#page=44):
* **Mobile sites:** Websites optimized for viewing on smartphones and tablets [15](#page=15) [20](#page=20) [44](#page=44).
* **Apps:** Dedicated mobile applications designed for specific functionalities and user experiences [15](#page=15) [20](#page=20) [44](#page=44).
#### 3.2.5 Offline marketing
While the focus is digital, the roadmap acknowledges the continued importance of traditional, offline marketing channels for a holistic approach. These include [15](#page=15) [20](#page=20) [44](#page=44):
* Television advertising [15](#page=15) [20](#page=20) [44](#page=44).
* Newspaper advertisements [15](#page=15) [20](#page=20) [44](#page=44).
* Magazine placements [15](#page=15) [20](#page=20) [44](#page=44).
* Radio commercials [15](#page=15) [20](#page=20) [44](#page=44).
> **Tip:** A successful digital marketing roadmap integrates these various components, ensuring synergy between online and offline efforts to create a cohesive brand experience. The specific mix and emphasis on each channel will depend on the target audience, business objectives, and industry.
---
# Traditional online marketing and advertising tools
This section provides an overview of various traditional online marketing and advertising tools, detailing their types, functionalities, and associated challenges [23](#page=23) [28](#page=28) [36](#page=36) [39](#page=39).
### 4.1 Search engine marketing and advertising
Search engine marketing (SEM) focuses on using search engines for branding purposes. Search engine advertising (SEA) specifically aims to support direct sales through search engines [24](#page=24).
#### 4.1.1 Types of search engine advertising
* **Paid inclusion:** Websites pay to be included in search engine results pages (SERPs) [24](#page=24).
* **Pay-per-click (PPC) search ads:** Advertisers pay a fee each time their ad is clicked. This category includes:
* **Keyword advertising:** Ads are displayed based on specific keywords that users search for [24](#page=24).
* **Context advertising:** Ads are displayed based on the content of the web page being viewed [24](#page=24).
#### 4.1.2 Search engine optimization (SEO)
SEO involves improving a website's ranking in search engine results by optimizing it according to search engine algorithms. This can also extend to utilizing social media platforms for increased visibility through social search [27](#page=27).
#### 4.1.3 Search engine issues
Several issues can arise within search engine marketing:
* **Organic search:** While natural, the complexities of algorithms can be difficult to master [27](#page=27).
* **Paid inclusion and placement practices:** Transparency and fairness in how websites are listed and ranked can be a concern [27](#page=27).
* **Link farms and content farms:** These are often artificial methods to manipulate search engine rankings, creating low-quality content or backlink structures [27](#page=27).
* **Click fraud:** This involves fraudulent clicks on pay-per-click ads, inflating advertising costs for businesses [27](#page=27).
### 4.2 Display ad marketing
Display advertising encompasses a wide array of visual ad formats placed on websites and applications [29](#page=29).
#### 4.2.1 Types of display ads
* **Banner ads:** Static or animated graphical advertisements typically placed at the top or bottom of a webpage [29](#page=29) [30](#page=30).
* **Rich media ads:** Interactive advertisements that may include video, audio, or other dynamic elements to engage users [29](#page=29) [31](#page=31).
* **Interstitial ads:** Full-screen ads that appear before a user reaches their desired content or between pages [29](#page=29).
* **Video ads:** Advertisements presented in video format, often before, during, or after video content [29](#page=29) [32](#page=32).
* **Sponsorships:** Brands sponsor specific sections of a website, content, or event, gaining prominent visibility [29](#page=29) [33](#page=33).
* **Native advertising:** Ads designed to blend seamlessly with the surrounding editorial content, mimicking the look and feel of the platform they appear on [29](#page=29) [34](#page=34).
* **Content marketing:** While often a broader strategy, it can include paid promotion of content that subtly promotes a brand [29](#page=29).
* **Advertising networks:** Platforms that connect advertisers with publishers to facilitate the placement of ads across multiple websites [29](#page=29).
* **Ad exchanges, programmatic advertising, and real-time bidding (RTB):** Advanced systems for the automated buying and selling of ad inventory, often in real-time auctions [29](#page=29).
#### 4.2.2 Display advertising issues
Display advertising faces several challenges:
* **Ad fraud:** Similar to click fraud, this involves deceptive practices aimed at generating fake impressions or clicks [35](#page=35).
* **Viewability:** Concerns arise when ads are not actually seen by users, even if they are served [35](#page=35).
* **Ad blocking:** The increasing use of ad-blocking software by consumers can prevent ads from being displayed, reducing their effectiveness [35](#page=35).
### 4.3 E-mail marketing
E-mail marketing involves sending messages directly to users who have expressed interest in a product or service [37](#page=37).
#### 4.3.1 Benefits of e-mail marketing
* **Inexpensive:** It is a cost-effective method for reaching a large audience [37](#page=37).
* **Click-through rates:** Typically averages around 3% to 4% [37](#page=37).
* **Measurable responses:** Offers the ability to track and analyze user interactions [37](#page=37).
* **Personalization and targeting:** Allows for tailored messages to specific audience segments [37](#page=37).
#### 4.3.2 E-mail marketing challenges
* **Spam:** Unsolicited commercial e-mail is a significant problem. Around 45% of all e-mail in 2022 was unsolicited, often originating from bot networks. Efforts to control spam have seen limited success [37](#page=37) [38](#page=38).
* **Anti-spam software:** While designed to combat unsolicited e-mail, it can sometimes lead to legitimate messages being blocked [37](#page=37).
* **Poorly targeted purchased e-mail lists:** Using lists that are not relevant to the target audience can lead to low engagement and high unsubscribe rates [37](#page=37).
### 4.4 Affiliate marketing
Affiliate marketing involves paying a commission fee to other websites or individuals (affiliates) for referring customers to one's own website [40](#page=40) [41](#page=41).
### 4.5 Viral marketing
Viral marketing is a strategy designed to encourage customers to spontaneously share marketing messages with others, leading to rapid and widespread dissemination, much like a virus [40](#page=40) [42](#page=42).
### 4.6 Lead generation marketing
Lead generation marketing focuses on providing services and tools to effectively collect, manage, and convert potential customers (leads) into actual customers [40](#page=40) [43](#page=43).
---
## Common mistakes to avoid
- Review all topics thoroughly before exams
- Pay attention to formulas and key definitions
- Practice with examples provided in each section
- Don't memorize without understanding the underlying concepts
Glossary
| Term | Definition |
|------|------------|
| Omnichannel | A strategy that aims to provide customers with a seamless shopping experience across multiple channels, both online and offline. |
| E-commerce marketing | The practice of promoting products and services through online channels to drive sales and build customer relationships. |
| Consumer behavior | The study of how individuals, groups, or organizations select, buy, use, and dispose of goods, services, ideas, or experiences to satisfy their needs and wants. |
| Online purchasing decision process | The series of steps a consumer takes when making a purchase decision online, typically including need awareness, information search, evaluation of alternatives, purchase decision, and post-purchase evaluation. |
| Clickstream behavior | The record of a user's navigation path on a website, including pages visited, time spent on each page, and clicks made, which provides insights into user engagement and preferences. |
| Search engine marketing (SEM) | A digital marketing discipline that involves promoting websites by increasing their visibility in search engine results pages (SERPs) through paid and unpaid optimization techniques. |
| Search engine advertising (SEA) | A component of SEM that focuses on paid advertisements appearing on search engine results pages, often based on keyword targeting. |
| Search engine optimization (SEO) | The process of optimizing a website to improve its ranking in organic (non-paid) search engine results, aiming to increase visibility and attract more relevant traffic. |
| Display ad marketing | A form of online advertising that uses visual elements like banners, rich media, or video ads to reach target audiences across various websites and platforms. |
| Banner ads | Rectangular graphic advertisements displayed at the top, bottom, or sides of a webpage, commonly used in display advertising to promote products or services. |
| Rich media ads | Online advertisements that incorporate elements such as video, audio, or interactive features to create a more engaging user experience than static banner ads. |
| Interstitial ads | Full-screen advertisements that appear between content transitions, such as before a new page loads or after a video finishes, often capturing user attention. |
| Video ads | Advertisements that utilize video content to convey marketing messages, typically appearing before, during, or after online video content, or as standalone ad units. |
| Sponsorships | A marketing strategy where a brand provides financial or other support to an event, content creator, or platform in exchange for advertising and brand visibility. |
| Native advertising | Advertising content that matches the form and function of the platform on which it appears, designed to be less intrusive and more integrated with the surrounding editorial content. |
| Content marketing | A strategic marketing approach focused on creating and distributing valuable, relevant, and consistent content to attract and retain a clearly defined audience — and, ultimately, to drive profitable customer action. |
| Advertising networks | Companies that act as intermediaries, connecting advertisers with publishers to facilitate the placement of advertisements across a network of websites. |
| Programmatic advertising | The automated buying and selling of digital advertising space, using technology and algorithms to target specific audiences and optimize ad placements in real-time. |
| Real-time bidding (RTB) | A process within programmatic advertising where ad impressions are bought and sold on an impression-by-impression basis through an instantaneous auction. |
| Ad fraud | Deceptive practices designed to generate illegitimate advertising revenue, such as click fraud, impression fraud, and bot traffic. |
| Viewability | A metric in online advertising that measures whether an ad was actually seen by a user, typically defined as at least 50% of the ad being visible for at least one continuous second. |
| Ad blocking | Software or browser extensions used by users to prevent advertisements from loading and displaying on web pages, impacting advertiser reach and publisher revenue. |
| E-mail marketing | A digital marketing strategy that involves sending promotional messages or commercial content directly to a list of subscribers or potential customers via email. |
| Spam | Unsolicited and unwanted commercial email messages, often sent in bulk, that can clog inboxes and degrade the effectiveness of legitimate email marketing efforts. |
| Affiliate marketing | A performance-based marketing strategy where a business rewards one or more affiliates for each visitor or customer brought by the affiliate's own marketing efforts. |
| Viral marketing | A marketing strategy that aims to encourage consumers to pass along a marketing message to others, much like a virus spreads, leading to rapid and widespread dissemination of the message. |
| Lead generation marketing | Marketing activities and strategies focused on identifying and attracting potential customers (leads) and capturing their interest and contact information for future sales engagement. |
| Social marketing | The use of social media platforms and their associated tools to connect with an audience, build a brand, increase sales, and drive website traffic. |
| Mobile marketing | A set of practices that enables organizations to communicate and engage with their target audience in a more targeted and relevant manner through any mobile device or network. |
| Offline marketing | Marketing activities that take place outside of the internet, such as traditional advertising in television, print media, radio, and direct mail. |
| Brand identity | The distinctive personality and image of a company or product, communicated through visual elements, messaging, and customer experience. |
| Domain name | The part of a network address that identifies a domain name, such as the name of a website (e.g., example.com). |
| Brand community | A group of consumers who feel a sense of belonging and connection to a brand, often sharing common interests and engaging in discussions related to the brand or its products. |