Rosenberg Self-Esteem Scale

A researcher is scoring a 5-point rating scale (1 = Never, 5 = Always) designed to measure 'Mindfulness.' One item is worded oppositely: 'I find myself doing things without paying attention.' Arrange the steps in the correct order to apply reverse coding to this item before calculating a participant's final score.

A researcher is measuring 'Self-Esteem' using a 5-point rating scale where 1 represents 'Strongly Disagree' and 5 represents 'Strongly Agree.' One item on the scale is: 'I feel that I do not have much to be proud of.' If a participant selects 4 (Agree) for this item, what numerical value will this response be converted to during the reverse coding process?

A researcher uses a $5$-point Likert scale ($1$ = Strongly Disagree; $5$ = Strongly Agree) to measure 'Academic Self-Efficacy.' One item is: 'I struggle to understand even the simplest concepts in my classes.' If the researcher fails to reverse-code this item before calculating the composite score, a student with very high academic self-efficacy will receive a score that is artificially low.

A researcher is developing a survey to measure 'Generalized Anxiety.' Evaluate the methodological quality of the following decisions regarding item wording and reverse-coding by matching each decision with its corresponding methodological implication.

In psychological research, what does the analytical procedure of 'reverse coding' specifically involve?

Match each term related to the measurement of psychological traits with the description that accurately reflects its role in the reverse-coding process.

When scoring a rating scale that contains both positively and negatively worded items, the process of flipping the numerical values assigned to the oppositely phrased items so that all items share a consistent scoring direction is called _____.

A researcher is scoring a $5$-point Likert scale ($1$ = Strongly Disagree, $5$ = Strongly Agree) measuring self-esteem. For the reverse-coded item 'I feel that I do not have much to be proud of,' a participant responds with a $2$ (Disagree). To ensure the scoring direction remains consistent across all items, the researcher should recode this participant's response to a $4$.

A researcher is analyzing a newly developed psychological survey. They notice that participants' overall scores do not correlate with external criteria because responses to positively worded statements and negatively worded statements were added together directly. To resolve this error and align all responses in a consistent scoring direction, the researcher must perform the analytical procedure of _____ before summing the items.

A researcher is preparing to analyze survey data collected using a Likert scale that contains both positively and negatively worded statements. Arrange the following steps in the correct order to evaluate and execute the scoring process for the scale.