A psychology student reads a published study claiming that age does not predict hip hop music enjoyment () because the data were collected only from 18- to 24-year-olds. Order the following steps from first (1) to last (5) to properly evaluate whether the researcher's 'no relationship' conclusion is justified given the possibility of restriction of range.
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Research Methods in Psychology - 4th American Edition @ KPU
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When studying the relationship between age and enjoyment of hip hop music, what happens to the observed correlation if data is collected exclusively from a narrow age group, such as 18- to 24-year-olds?
True or False: In the study of age and hip-hop enjoyment, the correlation coefficient drops from -0.77 to zero when the sample is restricted to 18- to 24-year-olds because there is no longer enough variation in the age variable to reveal the broader trend.
A researcher is investigating how age relates to the enjoyment of hip hop music. Based on the provided scatterplots and the principle of range restriction, match each sampling scenario or concept with its corresponding statistical outcome.
Examine the scatterplots provided in the image. Arrange the following steps in the correct logical sequence to explain why the strong correlation between age and hip-hop enjoyment disappears in Plot (b) compared to Plot (a).
A researcher is developing a protocol to study how chronological age predicts various psychological preferences. To construct a data collection framework that avoids the specific statistical distortion shown in the provided scatterplots, where a strong population relationship () disappears in a narrow subgroup, which of the following sampling designs should be developed?
In the provided example, the Pearson's for the relationship between age and hip hop music enjoyment in the restricted age group ( to years) is reported as .
Based on the provided scatterplots illustrating the relationship between age and hip-hop enjoyment, match each sampling condition or statistical result with the statement that best explains its role in understanding range restriction.
A researcher collected data exclusively from - to -year-olds to study the relationship between age and hip hop enjoyment and found , concluding the two variables are unrelated. A critic argues this conclusion is invalid for the general population because the sample suffers from _____ of range, which obscures the true negative relationship () that emerges when participants across the full age spectrum are included.
In the age-and-hip-hop-music example, restricting data collection to participants aged 18 to 24 causes the Pearson's to drop from to because the narrow age band eliminates nearly all _____ in the age variable, making it impossible for the computed correlation to reflect the true population trend.
A psychology student reads a published study claiming that age does not predict hip hop music enjoyment () because the data were collected only from 18- to 24-year-olds. Order the following steps from first (1) to last (5) to properly evaluate whether the researcher's 'no relationship' conclusion is justified given the possibility of restriction of range.
Based on the provided example of range restriction, identify the Pearson's value representing the correlation between age and hip hop music enjoyment across the general population, the Pearson's value when the sample is restricted to - to -year-olds, and explain the general methodological recommendation derived from these findings.
Diagnose the statistical and design error in the researcher's study. Explain why her conclusion is misleading by referencing the correlation values expected across both the restricted group and the general population, and explain how she can correct her study's design.
If a research team is studying the relationship between age and hip hop music enjoyment but restricts their sample exclusively to people aged to , apply the principle of range restriction to predict what their calculated Pearson's will be and describe what they must do to obtain a correlation that reflects the true population trend of .
Based on the scatterplot showing the relationship between age and hip hop enjoyment, what is the observed correlation () within the restricted range of 18- to 24-year-olds (the shaded region) compared to the correlation across the entire sampled age range?
In a hypothetical study on the relationship between age and the enjoyment of hip hop music, researchers find different outcomes depending on how they sample their participants. Match each sampling approach or statistical concept to its corresponding outcome or description in this study.
An instructor wants to demonstrate the phenomenon of restriction of range using the relationship between age and hip hop music enjoyment. Arrange the steps of the demonstration in the correct order to illustrate how limiting the range of a predictor variable obscures a strong population correlation.
In a study examining the relationship between age and hip hop music enjoyment, a researcher restricts their sample to participants aged 18 to 24 and observes a Pearson's . Based on the provided scatterplot, the researcher can validly conclude that age does not predict hip hop enjoyment across the broader population, as the subgroup's correlation reflects the true absence of a general trend.
Refer to the provided scatterplot depicting the relationship between age and the enjoyment of hip hop music. A researcher evaluates only the data within the shaded region (representing 18- to 24-year-olds) and concludes that there is no relationship between age and hip hop enjoyment (). This conclusion is scientifically invalid because limiting the sample to this narrow age range represents a restriction of range, which causes the researcher to ________ the true strength of the negative correlation () present in the broader population.
In the textbook example of restriction of range, what is the nature of the correlation between age and hip hop music enjoyment across the general population?
In the example of age and hip hop enjoyment, restricting the sample to 18- to 24-year-olds reduces the variability of the age variable, which makes the observed correlation appear artificially weaker (approaching ) compared to the strong negative correlation () found in the general population.
A team of psychologists is designing a study to replicate the negative relationship between age and the enjoyment of hip hop music (where the general population correlation is ). To avoid an artificially weakened correlation of approximately due to restriction of range, which sampling strategy should they apply?
Examine the provided scatterplot, which illustrates the relationship between age and the enjoyment of hip hop music across different samples. Match each analytical sample-selection scenario with the correct description of its statistical effect on variance and the resulting Pearson's .
A journal reviewer is evaluating a manuscript where the author investigated the correlation between age and hip hop music enjoyment. The author sampled only college students aged 18 to 24, observed a Pearson's , and concluded: 'Age is not a statistically or practically meaningful predictor of hip hop music enjoyment.' Referencing the provided scatterplot, which of the following is the most methodologically sound evaluation of the author's conclusion?