Relationship between Equivalence Classes and Test Case Derivation - 4.2.4 | Software Engineering - Unit Testing Techniques | Software Engineering Micro Specialization
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4.2.4 - Relationship between Equivalence Classes and Test Case Derivation

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Interactive Audio Lesson

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Understanding Equivalence Classes

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0:00
Teacher
Teacher

Today we are going to explore equivalence classes in testing. Can anyone tell me what an equivalence class is?

Student 1
Student 1

Isn't it about grouping inputs that are treated similarly by the software?

Teacher
Teacher

Exactly! Equivalence classes group inputs where each group behaves the same way under test conditions. This allows us to reduce the number of test cases.

Student 2
Student 2

So we only need to test one input from each equivalence class?

Teacher
Teacher

Right! That's the principle of ECT: testing one representative from each class is often sufficient. This saves time and effort.

Teacher
Teacher

Can anybody think of an example of equivalence classes?

Student 3
Student 3

Like testing a function that accepts numbers between 1 and 100?

Teacher
Teacher

Perfect! Here, you have a valid equivalence class from 1-100, along with invalid classes for numbers below 1 and above 100. You'd derive test cases from those classes.

Teacher
Teacher

So if we have our classes, how do we derive test cases?

Student 4
Student 4

Maybe by picking one number from each class?

Teacher
Teacher

Exactly! You pick representative values from each class to create your test cases. It's effective and reduces redundancy. Remember, representing each class effectively maximizes your testing efficiency.

The Derivation Process

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0:00
Teacher
Teacher

Let's dig deeper into deriving test cases. Once you have your equivalence classes identified, what's the first thing you should do?

Student 1
Student 1

Select a representative value from each class?

Teacher
Teacher

Correct! But keep in mind to consider both valid and invalid classes. Why is it necessary to test both?

Student 2
Student 2

To verify that the system handles both expected and erroneous inputs correctly?

Teacher
Teacher

Absolutely! By testing valid inputs, we ensure the system performs as intended while invalid checks confirm it behaves appropriately under error conditions. Does anyone have an example of this?

Student 3
Student 3

If 'orderValue' must be between 1 and 100, a valid test case could be 50 and an invalid one could be 150!

Teacher
Teacher

Exactly. This combination of valid and invalid inputs provides us a comprehensive view. So, can anyone summarize what we’ve discussed?

Student 4
Student 4

We should derive test cases by selecting representative inputs from each class while ensuring we include both valid and invalid examples.

Teacher
Teacher

Great summary! This process ensures that our tests are efficient and comprehensive.

Efficiency of Equivalence Class Testing

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0:00
Teacher
Teacher

Let’s talk about the efficiency of using equivalence classes in testing. How does it help reduce the overall number of test cases needed?

Student 1
Student 1

By only testing representative values from each class instead of every possible input?

Teacher
Teacher

Exactly! By limiting our focus to representatives, we reduce redundancy. Why is this important in a testing scenario?

Student 2
Student 2

It saves time and resources, making testing more efficient?

Teacher
Teacher

Correct! It makes the testing process far more manageable while ensuring adequate coverage. Can someone explain how this relates to Boundary Value Analysis (BVA)?

Student 3
Student 3

BVA focuses on the edges of valid ranges, right? It complements ECT by covering the most critical points.

Teacher
Teacher

Yes! Together, ECT can handle the broader categories, while BVA ensures we don’t miss any edge cases. Would anyone like to share a practical example where both methods would be useful?

Student 4
Student 4

Testing an input field that must be between specific values would be a great example. ECT can cover mid-range values while BVA handles the extremes.

Teacher
Teacher

Well articulated! Using these methods together strengthens the test suite significantly.

Introduction & Overview

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Quick Overview

This section explores how equivalence classes are used to derive test cases in software testing, emphasizing efficient testing and the importance of classifying inputs.

Standard

Equivalence Class Testing (ECT) is a fundamental methodology in software testing that reduces the number of test cases by categorizing inputs into equivalence classes. Each class represents a set of inputs that expected to be treated similarly by the software, allowing testers to derive effective test cases while minimizing redundancy.

Detailed

Relationship between Equivalence Classes and Test Case Derivation

In software testing, the relationship between equivalence classes and test case derivation revolves around the concept of Equivalence Class Testing (ECT). ECT is prominent in black-box testing methodologies that systematically classify input data into distinct groups, also known as equivalence classes. Each equivalence class contains inputs that are anticipated to be processed in the same manner by the application under test. The rationale is that testing one representative value from each class is sufficient; all other values within the same class will likely yield similar results.

The Derivation Process

Once equivalence classes are established, deriving test cases involves selecting one or several representative inputs per class. This process enables testers to efficiently cover the range of possible scenarios without excessive redundancy. Specifically:
- Each identified equivalence class generates at least one test case.
- Valid and invalid classes ensure that the application handles both expected and erroneous inputs correctly.

Efficiency and Effectiveness

The efficiency of using equivalence classes lies in reducing the total number of test cases needed while maximizing test coverage. Instead of testing every possible input valueβ€”an impractical task for continuous or large input rangesβ€”focus is placed on representative values that validate behavior across each class. This leads to a more manageable test suite that adequately checks for defects, particularly when combined with techniques like Boundary Value Analysis (BVA), which target edge cases within these classes.

In summary, understanding the relationship between equivalence classes and test case derivation equips testers to design robust test suites, promoting effective software verification.

Audio Book

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Test Case Derivation Principle

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For each identified equivalence class (encompassing both valid and invalid types), the strategy dictates that you must select at least one representative value to serve as a test input for that class. The chosen value should be typical or characteristic of its class, not necessarily at its extreme boundary (boundary values are handled by BVA).

Detailed Explanation

This principle emphasizes the importance of selecting representative values from each equivalence class to derive effective test cases. By focusing on one typical value from each class, testers streamline the testing process. It enables them to cover a wide range of scenarios without needing to test every possible input value. This approach complements Boundary Value Analysis, which specifically targets edge cases.

Examples & Analogies

Imagine you are a teacher who wants to evaluate a class of students. Instead of assessing every single student on every topic, you might decide to select a few who represent varying levels of understanding (high, medium, and low). By testing just these representative students, you can draw conclusions about the class's overall proficiency without needing to test everyone.

The Power of Efficiency and Non-Redundancy

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The profound power of ECT lies in its exceptional efficiency. By intelligently selecting just one or a few representatives from each class, we operate on the fundamental assumption that if the software correctly handles that representative, it will also correctly handle all other values within that same equivalence class. This approach drastically minimizes redundant tests.

Detailed Explanation

The efficiency of Equivalence Class Testing (ECT) comes from its ability to reduce the number of tests required while maintaining thorough coverage. When we choose representatives from each equivalence class, we assume that these representatives accurately reflect the behavior of all other values in that class. This method saves time and resources by eliminating the need to test every input, particularly in large or continuous domains.

Examples & Analogies

Think of a quality checker in a factory producing light bulbs. Instead of inspecting each bulb, they randomly select a few from each batch. If those selected bulbs pass the quality checks, they can confidently assume that the entire batch meets quality standards. This process avoids the inefficiency of checking every single bulb but still ensures quality control.

Practical Example Application

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Consider a ProcessOrder(orderValue, customerTier) function that applies discounts based on order value and customer tier. Requirements: orderValue: Numeric, valid range [100.00, 10000.00]. customerTier: String, valid values 'Bronze', 'Silver', 'Gold'. Implicitly, the function should handle invalid inputs gracefully (e.g., orderValue < 100, orderValue > 10000, invalid customerTier).

Detailed Explanation

In this example, the function takes two parameters, orderValue and customerTier. To derive test cases, we identify equivalence classes for both inputs. For orderValue, we have a valid class (any value from 100.00 to 10,000.00) and two invalid classes (below 100.00 and above 10,000.00). For customerTier, we have valid classes ('Bronze', 'Silver', 'Gold') and an invalid class for any other string. By selecting representative values from these classes, we can create targeted test cases that cover significant scenarios without redundancy.

Examples & Analogies

Imagine a restaurant’s ordering system that offers discounts based on the total meal price and customer loyalty tier. Instead of testing every possible total amount and all customer types, the restaurant chooses sample amounts (e.g., $250, $1,500) and different loyalty tiers to represent all possible options. This efficient testing helps ensure that their system works for all orders without having to evaluate each individual case.

Definitions & Key Concepts

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

Key Concepts

  • Equivalence Classes: Categories of inputs treated similarly by the software.

  • Test Case Derivation: The process of selecting representative values from equivalence classes to create test cases.

  • Efficiency in Testing: Reducing redundant testing efforts and focusing on representative values enhances testing efficiency.

  • Combination of ECT and BVA: Collaboratively using ECT for broad input coverage and BVA for edge cases improves test robustness.

Examples & Real-Life Applications

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

Examples

  • For a numeric input that accepts values from 1 to 100, valid equivalence classes might include ranges like [1, 100], with corresponding invalid classes for inputs less than 1 and greater than 100.

  • If a system requires an order amount, valid inputs could be $50, while invalid inputs would include negative values like -10 or excessively large amounts like $1000.

Memory Aids

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

🎡 Rhymes Time

  • For numbers fit for software tests, look to groups that pass the best!

πŸ“– Fascinating Stories

  • Imagine a farmer who sorts apples; he only picks one from each basket, knowing the taste is the same for those grouped together, saving time and effort.

🧠 Other Memory Gems

  • Remember 'PEER': Pick Equivalence to Efficiently Reduce test cases.

🎯 Super Acronyms

ECTβ€”Efficient Class Testing.

Flash Cards

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Glossary of Terms

Review the Definitions for terms.

  • Term: Equivalence Class

    Definition:

    A subset of input data that the software is expected to handle in the same manner.

  • Term: Equivalence Class Testing (ECT)

    Definition:

    A black-box testing technique that divides input data into distinct classes to minimize redundancy in test case design.

  • Term: Boundary Value Analysis (BVA)

    Definition:

    A testing technique that focuses on values at the edges of valid input ranges to identify potential errors.

  • Term: Valid Equivalence Class

    Definition:

    An equivalence class that contains inputs that should be accepted by the system under test.

  • Term: Invalid Equivalence Class

    Definition:

    An equivalence class containing inputs that should be rejected by the system under test.