What Is Predictive Validity? | Definition & Examples

Predictive validity refers to the extent to which a measure or test accurately predicts future behavior, performance, or outcomes. It is considered a subtype of criterion validity and is often used in the fields of education, psychology, and employee recruitment.

Predictive validity example
A study finds that a standardized test score (e.g., SAT or ACT) is a strong predictor of a student’s first-year GPA in college. In this case, the predictive validity of the test score is high because it accurately predicts the student’s future academic performance.

By ensuring high predictive validity, researchers and practitioners can make more informed decisions and develop more effective interventions.

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What Is External Validity? | Definition, Threats & Example

External validity refers to the extent to which the findings of a study can be generalized to other populations, settings, and contexts beyond the specific one in which the study was conducted. In other words, it’s about whether the results can be applied to other people, places, and situations.

External validity example
A researcher creates an experimental design to investigate the influence of alcohol consumption on sleep. They use systematic sampling to draw a sample of 100 law students from a local university who drink regularly.

They’re invited to attend a get-together where their alcohol consumption is moderated. They’re monitored while they sleep at the university’s laboratory to control for confounding variables and to reduce the risk of bias. At the end, they fill out a survey with multiple-choice questions about their quality of sleep. The results show that increased alcohol consumption correlates with a lower quality of sleep.

The external validity of this study is low because:

  • The study was conducted in an artificial environment (laboratory), which makes it difficult to generalize results to different settings.
  • The sample consisted of law students only, which makes it difficult to generalize the results to different groups.
  • The sample only included people who drink regularly, which makes the sample unrepresentative of the population (sampling bias).

External validity is important because researchers want to apply the results from their experimental designs (often conducted in laboratories or artificial environments) to the real world.

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What Is Content Validity? | Definition & Examples

Content validity refers to the extent to which a test or instrument accurately represents all aspects of the theoretical concept it aims to measure. This concept, also known as a construct, often cannot be measured directly.

Content validity is critical for making informed decisions and drawing accurate conclusions based on the research data.

Content validity example
A psychology professor creates a test to measure students’ knowledge of primary sources. The test consists of 10 multiple-choice questions, and one of the questions is: “What is the difference between primary and secondary sources?”

This question contributes to the test’s high content validity because it directly addresses the construct of knowledge about primary sources, specifically the difference between primary sources and other types of information.

In contrast, if the test included a question like “What is the capital of England?” (which has nothing to do with primary sources), that would be an example of poor content validity because it isn’t relevant to the construct being measured.

The test as a whole has high content validity if:

  • The test’s questions cover every topic relevant to primary sources.
  • The test doesn’t contain questions that are irrelevant to knowledge of primary sources.

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What Is Ecological Validity? | Definition & Examples

Ecological validity refers to the extent to which the findings of a study can be generalized to real-world settings. It involves assessing whether the behaviors, conditions, and stimuli studied in research accurately reflect those in the natural environment.

Ecological validity example
A researcher wants to investigate memory recall. They draw a simple random sample of 100 participants. All participants are asked to memorize a list of random, unrelated words in a quiet laboratory setting. Later, they are tested on how many words they can remember.

This setup has high control over extraneous or confounding variables (which contributes to internal validity) but low ecological validity because it doesn’t reflect how people use memory in their everyday lives.

Ecological validity is a subtype of external validity, as is population validity. It’s mostly used in experimental designs in the field of psychology, medicine, and other fields that concern human behavior.

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Months in Spanish | Capitalization & Pronunciation

The months of the year in Spanish are:

  • enero (January)
  • febrero (February)
  • marzo (March)
  • abril (April)
  • mayo (May)
  • junio (June)
  • julio (July)
  • agosto (August)
  • septiembre (September)
  • octubre (October)
  • noviembre (November)
  • diciembre (December)

Similar to the days of the week in Spanish, the months are all considered masculine nouns. Additionally, they don’t have to be capitalized unless at the start of a sentence (e.g., “Me voy de viaje el seis de mayo”).

Tip
Try QuillBot’s free Grammar Checker if you need some extra reassurance while writing in Spanish!

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Emigrate vs Immigrate | Difference & Definitions

Emigrate means to “leave one’s country of residence to move to another,” whereas immigrate means to “enter a country intending to live there.”

The difference between these two words lies in context and perspective; if the focus is the departure point, use “emigrate.” But if it’s the arrival point, use “immigrate.”

Although the words sound similar, there’s a slight difference in their pronunciation. “Emigrate” is pronounced like “EH-muh-grayt,” where the initial “em” sounds similar to that of “ember.” On the other hand, “immigrate” is pronounced “IH-muh-grayt,” where the initial “im” sounds similar to that of “import.”

Examples: Emigrate in a sentence Examples: Immigrate in a sentence
My father emigrated from Cuba to the United States. She plans to immigrate to Amsterdam after obtaining her PhD.
They emigrated from Ireland in the 1990s in search of better opportunities. We decided to immigrate to Dubai to raise our family.
To escape social and political unrest, many citizens chose to emigrate. My mother immigrated to the United States from Panama.
Note
Migrate also has a similar meaning and refers to the act of moving from one place to another over a long or short distance, either temporarily or permanently (e.g., “Many birds migrate south during winter”).

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Affect vs Effect | Examples, Definition & Quiz

“Affect” and “effect” are related words that sound the same (homonyms) but have different grammatical roles.

  • Affect (verb) refers to the act of influencing someone or something and causing it to change.
  • Effect (noun) describes the result of the influence or change itself.

 

Difference Rule
The sudden change in weather affected my outdoor plans for the weekend. The new tax policy will take effect at the beginning of the fiscal year.
The medicine may affect your ability to concentrate. The director used special effects to create stunning visuals in the movie.
Climate change can severely affect the ecosystems of fragile environments like coral reefs. The music’s soothing effect helped her relax and fall asleep.

Sometimes, “effect” is used as a verb and “affect” is used as a noun, but this is much less common than the usage described above.

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What Is a Collective Noun? | Examples & Definition

A collective noun is a type of noun used to refer to a group or collective of animals, people, or things. Collective nouns are treated as grammatically singular, even though they refer to a group.

Collective nouns include both common nouns (such as “family”) and proper nouns, like “Apple” or “QuillBot.”

Collective noun examples
The herd of elephants lumbered gracefully through the savanna.

Our team is working diligently to complete the project ahead of schedule.

The jury delivered a unanimous verdict in the courtroom.

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Is It Cancelled or Canceled? | Spelling & Examples

Cancelled and canceled are both correct spellings of the past tense of the verb “to cancel,” which means “revoke,” “annul,” or “neutralize.” The spelling depends on the variant of English you use:

  • In British English, “cancelled” with a double “l” is most common.
  • In American English, “canceled” with one “l” is the standard.

Nowadays, it’s also possible to say “someone is cancelled/canceled” when celebrities and influencers lose their support after a scandal. This use is informal and should be avoided in academic writing.

Examples: Cancelled or canceled in a sentence
My membership was cancelled/canceled automatically.

The seasonal variations in revenue cancelled/canceled each other out.

Do you know that influencer who got cancelled/canceled after shouting at her kid?

The difference in spelling is also true for similar verbs, such as labelled or labeled, levelled or leveled, and travelled or traveled.

It’s important to choose one spelling and use it consistently. The QuillBot Grammar Checker can help you with this.

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Accept vs Except | Meaning, Examples & Worksheet

Accept and except are two words that sound similar, but they have different meanings.

  • Accept (pronounced [ak-sept]) means “approve or allow something” or “willingly receive.” It’s used as a transitive verb
  • Except (pronounced [ek-sept]) means “other than” or “not including” and is most often used as a preposition. It can also be used as a conjunction or verb.

You can remember that “except” means “excluding” with the mnemonic “they both start with ‘ex.’”

Examples: Accept in a sentence Examples: Except in a sentence
I’m happy to accept the job offer. I like all fruits except bananas.
Sandra did not accept John’s apology. I would have gone to the park, except it started raining heavily.
Our company accepts and embraces diversity in the workplace. He excepted his dad’s watch from the list of things to be sold at the auction.

The QuillBot Grammar Checker will fix your spelling and grammar mistakes automatically.

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