Understanding User Behavior Online

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Questions and Answers

What is the primary goal for writers creating content for the web?

  • To create content that entertains users for extended periods.
  • To create content that is lengthy and comprehensive.
  • To promptly provide information that meets users' needs. (correct)
  • To include as many keywords as possible for SEO.

Which activity is NOT explicitly mentioned as a common online activity for internet users?

  • Content Monetization
  • Competitive Gaming (correct)
  • Socializing
  • Working remotely

What is the main focus of Transactional Behavior analysis in User Behavior Analytics?

  • Observing how users explore a website or app.
  • Analyzing the sequence of pages visited by users.
  • Examining users' buying patterns, frequency, and average transaction value. (correct)
  • Tracking the length of time users spend on a website.

Which component of behavior analysis measures the length of time users spend on particular actions within a system?

<p>Duration (A)</p> Signup and view all the answers

What is the primary benefit of User Behavior Analytics (UBA) for businesses?

<p>It allows for data-driven decisions to improve user experience and increase conversions. (A)</p> Signup and view all the answers

What does Clickstream Behavior primarily monitor?

<p>Users' click paths, sequence of pages visited, and actions executed. (C)</p> Signup and view all the answers

In the context of user behavior, what does 'Intensity' refer to?

<p>The degree of engagement or involvement users exhibit during their interactions. (D)</p> Signup and view all the answers

Which of the following is NOT a direct benefit of understanding user behavior for businesses?

<p>Reducing employee turnover rates (A)</p> Signup and view all the answers

Which tool combines heatmaps, user session recordings, and feedback polls to analyze user behavior?

<p>Hotjar (A)</p> Signup and view all the answers

What is the primary purpose of user journey mapping in user behavior analytics?

<p>To visualize the steps users take and pinpoint pain points on a website or app. (D)</p> Signup and view all the answers

What critical question does understanding 'data ethics' prompt when handling personal information?

<p>Is this the ethical thing to do? (C)</p> Signup and view all the answers

What does the principle of 'Transparency' entail when collecting customer data?

<p>Discussing with customers how and why their data is being collected, used, and sorted. (D)</p> Signup and view all the answers

According to the principles of data ethics, who owns customers' personal information?

<p>The customers themselves. (C)</p> Signup and view all the answers

What is meant by 'disparate impact' in the context of data ethics?

<p>The accidental harm caused to certain people or groups despite data being properly secured. (B)</p> Signup and view all the answers

What does 'black box AI' refer to?

<p>AI systems where the decision-making processes are hidden or not transparent to the user. (D)</p> Signup and view all the answers

What is the significance of understanding how algorithms work for content creators?

<p>It helps them adapt their content to improve visibility and online presence. (B)</p> Signup and view all the answers

How do algorithms and 'black box' technology affect the digital landscape for web content writers?

<p>They shape how writers craft and distribute their work to reach their target audience. (B)</p> Signup and view all the answers

What is 'disinformation' as defined in the content provided?

<p>Deliberately false or misleading information disseminated to deceive or provoke. (D)</p> Signup and view all the answers

Which of the following is an example of an ethical consideration when writing for the web?

<p>Avoiding plagiarism by properly citing sources. (C)</p> Signup and view all the answers

Imagine you're using a machine learning model to predict customer churn, but the internal workings of the model are opaque. You input customer data and receive predictions, but can't discern how the model arrived at its conclusions. This is an example of:

<p>Black Box AI (A)</p> Signup and view all the answers

Flashcards

User Behavior Analysis

Examining how users interact with a website or application to gain valuable insights.

Transactional Behavior

Focuses on users' buying patterns, including what they purchase, how often, and the average transaction value.

Browsing Behavior

Examines how users explore a website or app, including which pages they visit and the duration of their visit.

Clickstream Behavior

Monitors users' click paths, showing page sequences, link clicks, and actions performed.

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Frequency

How often users interact with a system or perform specific actions.

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Duration

The length of time users spend on particular actions or within a system.

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Recency

Recent interactions users have had with a system or specific actions they have performed.

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Intensity

Degree of engagement or involvement users show during their interactions.

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Black Box Technology

Algorithms and proprietary systems used by tech companies that are mysterious to content creators.

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Disinformation

Deliberately false information meant to deceive.

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Duration

The amount of time users spend on particular actions or within a system.

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Ethics

Moral principles that govern behavior; includes honesty, fairness and respect.

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Data

Facts/statistics used to support arguments or provide evidence.

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Privacy

Protecting personal information and individual control over how it's shared.

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Ownership

Customers entitled to give/not give consent before data collection.

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Transparency

Discussing how/why you collect, use and sort customer data.

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Privacy

Keeping customer PII secure & private.

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Intention

Reasons for ethical data collection must align with goals.

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Outcomes

Preventing unfair/disparate impacts.

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Social Media's Impact

The architecture of contemporary social media platforms contributes significantly to the propagation of disinformation.

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Study Notes

User Behavior and Time Online

  • Internet users engage in socializing, working, uploading and planning content, connecting through meetings and blog posts, purchasing products, monetizing content, and viewing targeted ads
  • The main type of internet use involves reading, watching videos, and buying things
  • An estimated 550,000 new websites and 4 million new blogs are created each day

User Behavior Analytics

  • User behavior analysis is viewing how users interact with a website or app to get useful information
  • This helps businesses make smart choices to improve user experience, increase how many people become customers, and make customers happier
  • Transactional behavior focuses on what products users buy, how often they buy them, and how much they spend on each purchase
  • Browsing behavior looks at how users explore a website or app, which pages they visit, how long they stay on each page, and what they do while browsing
  • Clickstream behavior tracks the paths users take by monitoring the sequence of pages visited, links clicked, and actions performed

Key Components of Behavior Analysis

  • Frequency is how often users interact with a system or perform specific actions
  • Duration is the amount of time users spend on particular actions or within a system
  • Recency shows the recent interactions users have had with a system or specific actions
  • Intensity measures how engaged or involved users are during their interactions

The Role of Behavioral Economics and UEBA

  • Behavioral economics and decision-making help explain the mental reasons behind user choices and actions in user behavior analysis
  • User and Entity Behavior Analytics (UEBA) is a way to look at both individual user actions and those of larger groups to find possible security problems
  • User Behavior Analytics (UBA) is when users are the people who use a system

Benefits of Understanding User Behavior

  • Understanding user behavior helps businesses improve their online plans, make customers happier, and make better decisions based on data

User Behavior Analytics Tools

  • Google Analytics gives detailed information about website traffic, who's using it, and how many people are buying things, with useful reports and current updates
  • Hotjar combines heatmaps, recordings of user sessions, and surveys to understand user behavior better and find any problems with the website's usability
  • Mouseflow provides session replays, heatmaps, and conversion funnels to provide insights into user behavior for better website performance

Applying User Behavior Analytics

  • User journey mapping involves understanding the steps users take to spot problems and make the website or app better
  • Analyzing user paths helps customize content and website structure to improve engagement and conversions
  • User Behavior Analytics tools help track interactions and find things that stop conversions, while user behavior data can help make changes to increase conversion rates
  • Understanding what drives traffic and engagement on websites can be achieved through behavioral insights
  • Businesses can then improve their marketing and content to attract and keep more visitors

Algorithms

  • Algorithms are sets of rules that computers use to solve problems, used by search engines and social media to rank content
  • Algorithms look at things like keywords, relevance, how new something is, and how people interact with it to decide what shows up first in search results and social media feeds

Black Box Technology

  • Black box AI refers to AI systems where how they work inside is hidden from the user, like a black box where you only see what goes in and out
  • An example is a machine learning model for predicting the stock market, where you get a prediction without knowing how it was determined

How Black Box AI Models Work

  • Black box AI models spread decision-making across many artificial neurons, similar to the human brain but the internal decision-making process is not easy to understand
  • Black box technology in web writing refers to the secret algorithms tech companies use to analyze and rank content

Algorithms and Content Creation

  • Algorithms help make sure users see good content, influencing how writers create content and get it to the right people

Ethics

  • Ethics involve making sure your content is honest, fair, and respectful, while avoiding plagiarism by properly citing sources
  • Consider including information from reliable science sources when writing about climate change to properly show how global temperatures are rising

Data

  • Data means information in the form of facts, statistics, or records
  • Data can support arguments, provide evidence, or inform the readers about a topic

Privacy

  • Privacy protects personal information and gives people control over how their information is collected, used, and shared
  • When you collect email addresses for a newsletter, explain how you'll use them and give people a way to unsubscribe

Balancing Data Use and Privacy

  • Balancing valuable content with responsible data use and respect for privacy builds trust and creates a positive online experience

Principles of Data Ethics

  • Data ethics means doing the right thing when collecting, protecting, and using people’s personal information

Five Principles of Data Ethics

  • Ownership: Customers own their personal data and must consent to its collection
  • Transparency: Explain how and why you collect, use, and sort customer data
  • Privacy: Keep customer data secure, even with consent to collect and analyze Personally Identifiable Information (PII)
  • Intention: Align data collection reasons with ethical goals
  • Outcomes: Prevent “disparate impact” that could harm certain groups

Examples of PII

  • Full name
  • Birthdate
  • Street Address
  • Phone Number
  • Credit Card Information
  • Bank Account number
  • Passport number

Disinformation

  • Disinformation is false or misleading information spread on purpose to trick, excite, or provoke people
  • These campaigns are used by companies and governments, and high school students often struggle to identify credibility issues in sources

Social Media and Disinformation

  • Social media platforms can spread disinformation due to limited information that inspires sensational content or "clickbait"
  • Modern rhetoric addresses how technology shapes communication, with scholars studying digital and visual aspects of persuasive discourse

Mitigating Disinformation

  • Contemporary rhetorical scholarship offers insights for understanding and mitigating the impact of disinformation campaigns on public discourse

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