Lecture 5: Individual Models of Human Factors - I - 3.5 | Module 3: Model-based Design | Human Computer Interaction (HCI) Micro Specialization
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3.5 - Lecture 5: Individual Models of Human Factors - I

Practice

Interactive Audio Lesson

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Explaining Hick-Hyman's Law

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0:00
Teacher
Teacher

Next, let’s discuss Hick-Hyman’s Law. This law tells us how the time it takes to make a decision changes as we increase the number of choices. What might happen when users face many options?

Student 1
Student 1

I guess they might take longer to decide?

Teacher
Teacher

Yes! The time increases logarithmically with the number of choices. Can anyone remember the formula for Hick-Hyman’s Law?

Student 4
Student 4

Is it RT = a + b * log2(n + 1)?

Teacher
Teacher

That's correct! This means that while more options do increase time, the rate of increase slows down. How can we use this in interface design?

Student 2
Student 2

We should limit choices at decision points to speed up user decision time.

Teacher
Teacher

Absolutely! A key takeaway is 'Fewer Choices, Faster Decisions.' Let’s summarize the implications of both laws before moving to a practical example.

Case Study on Fitts' and Hick-Hyman's Laws

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Teacher
Teacher

To connect our discussion, let’s look at a case study where Fitts' and Hick-Hyman’s Laws were used in designing an application interface. What kind of data can we gather to analyze user interactions?

Student 4
Student 4

We could measure the time users take to click buttons of different sizes.

Teacher
Teacher

Great! And how might we assess decision-making time?

Student 3
Student 3

We can track how long users take to make choices in a menu with various numbers of options.

Teacher
Teacher

Exactly. When we analyze this data, we can confirm how effectively our designs optimize user performance. What would be a potential improvement if our results indicate long times?

Student 2
Student 2

We could make the buttons larger or reduce choices in the menu.

Teacher
Teacher

Precisely! Testing and iterating based on user feedback is crucial for design refinement. Well done in our discussions!

Introduction & Overview

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Quick Overview

This section introduces Fitts' Law and Hick-Hyman's Law, two fundamental models used in Human-Computer Interaction to predict user performance in tasks involving motor control and decision-making.

Standard

In this section, we explore Fitts' Law and Hick-Hyman's Law, discussing their mathematical foundations and implications for user interface design in HCI. Fitts' Law predicts motor performance in tasks requiring pointing movements, while Hick-Hyman's Law quantifies decision-making times based on the number of choices presented to users.

Detailed

Detailed Summary of Section 3.5

This lecture delves into two essential individual models widely applied in Human-Computer Interaction (HCI): Fitts' Law and Hick-Hyman's Law.

Fitts' Law

Fitts' Law provides a robust framework for understanding how users interact with graphical interfaces by predicting the time required to move a pointer to a target. It states that the movement time (T) to a target is a function of the distance to the target (D) and the width of the target (W), mathematically expressed as:

T = a + b * log2(D/W + 1)

Where:
- a is a constant representing setup time, and b is a slope constant representing the rate of information processing.

Key design principles derived from Fitts' Law include:
- Bigger is Better: Larger targets reduce selection time.
- Closer is Faster: Decreasing distance to targets also reduces selection time.
- Edges and Corners are Free: Positioning targets at screen edges enhances usability.

Hick-Hyman's Law

Hick-Hyman’s Law focuses on decision-making, illustrating how the reaction time (RT) increases logarithmically with the number of choices (n). This relationship is expressed as:

RT = a + b * log2(n + 1)

With implications indicating that fewer choices speed up decision-making, designers are encouraged to simplify options and apply chunking to optimize user decisions.

Implications

Both laws emphasize the importance of understanding user interactions to design effective, efficient interfaces. By leveraging these models, designers can significantly enhance user performance and satisfaction.

Audio Book

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Hick-Hyman's Law: The Science of Choice Reaction Time

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Comprehensive Overview:

Hick-Hyman's Law, often referred to simply as Hick's Law, is a fundamental model in cognitive psychology and human information processing. It precisely describes the relationship between the number of choices presented to an individual and the time it takes for that individual to make a decision or choose from those available options. It quantifies the increase in reaction time as the complexity of the choice set grows.

Mathematical Formulation:

The reaction time (RT) is a logarithmic function of the number of available choices (n).

RT=a+blog2 (n+1)

Decomposition of Variables:

  • RT: Represents the average choice reaction time (in seconds or milliseconds). This is the predicted outcome.
  • a: An intercept constant (in seconds), representing non-decision time.
  • b: A slope constant (in seconds per bit) reflecting the user’s cognitive processing rate.
  • n: The number of equally probable choices available to the user.

Implications for HCI Design (Design Principles):

  • Fewer Choices, Faster Decisions: Reduce the total number of choices presented to speed up decision-making.
  • The Power of Chunking and Grouping: Organizing information into smaller, meaningful groups can reduce decision times.
  • Contextual Relevance: Present only the most relevant options to simplify decision-making.
  • Avoiding Cognitive Overload: Too many choices can overwhelm users, leading to frustration and longer decision times.

Detailed Explanation

Hick-Hyman's Law emphasizes that the more choices we have when making a decision, the longer it takes to make that decision. The relationship between the number of options and decision-making time is logarithmic, meaning the first few options increase the decision time significantly, while additional choices increase it only slightly. Designers can utilize this law to streamline interfaces by limiting the number of options presented at any one time. This helps users make quicker, more efficient decisions.

Examples & Analogies

Consider walking into an ice cream shop with only three flavors versus one with twenty different flavors. With just three options, you can quickly pick one, but when presented with twenty, you might take longer to decide which one you want. This is what Hick-Hyman's Law describesβ€”the fewer choices you have, the faster you can decide!

Definitions & Key Concepts

Learn essential terms and foundational ideas that form the basis of the topic.

Key Concepts

  • Fitts' Law predicts movement time based on distance and target size.

  • Hick-Hyman's Law relates the number of choices to decision-making time.

  • Design implications include increasing target sizes and reducing choices.

Examples & Real-Life Applications

See how the concepts apply in real-world scenarios to understand their practical implications.

Examples

  • Fitts' Law can explain why larger buttons are easier to click.

  • In an online shopping site, the fewer categories presented, the quicker a user can select an item.

Memory Aids

Use mnemonics, acronyms, or visual cues to help remember key information more easily.

🎡 Rhymes Time

  • If the button's small, it takes a while; make it big or face a trial.

πŸ“– Fascinating Stories

  • Once, a user struggled to find the right button on a tiny interface, wasting so much time. When the buttons were enlarged, clicking became a breeze, and everyone smiled!

🧠 Other Memory Gems

  • Friends Remember: Fitts is for 'Physical Movement' (F), Hick is for 'Choices' (H)!

🎯 Super Acronyms

F-MAC

  • Fitts for Movement And Choices.

Flash Cards

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Glossary of Terms

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  • Term: Fitts' Law

    Definition:

    A predictive model that relates movement time to the distance and size of a target, used to estimate pointing performance.

  • Term: HickHyman's Law

    Definition:

    A model that describes the relationship between the number of choices and the time required to make a decision.

  • Term: Index of Difficulty (ID)

    Definition:

    A calculation in Fitts' Law representing the difficulty of a movement task, quantifying it in 'bits'.

  • Term: Movement Time (T)

    Definition:

    The time it takes to complete a movement to a target.

  • Term: Choice Reaction Time (RT)

    Definition:

    The time it takes for a user to make a decision between various choices.