Analysis of Measurements in Research

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Metrics are the things to which participants react during a research project. Survey questions, interview questions, and hypothetical scenarios are all examples of research measurements. Question-wording is critical when conducting interviews and surveys because it ensures that respondents answer questions relevant to the study. Other than looking at how happy and healthy a person is in terms of their growth and autonomy, the Ryff 42-item Psychological Wellbeing Scale measures how happy and healthy a person is in terms of their life purpose, relationships with others, and acceptance of one’s shortcomings (Villarosa et al., 2018).

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Ryff’s Emotional and Mental Health

When the scales were built, there were 120 parts in all, and they have been used in a variety of ways ever since (Borowa et al., 2018). Since the original 120 questions are used in different countries with varied sociodemographic characteristics, it is impossible to judge the PWS’s reliability and validity (Sasaki et al., 2020). Shorter scales offer higher factorial validity because they have more internal consistency (Borowa et al., 2018). PWS is not being utilized because experts cannot agree on the optimal form or benefit groups (Borowa et al., 2018).

When assessing psychological wellbeing, self-report questionnaires are the most frequently used and most effective technique available (Villarosa et al., 2018). A person’s sense of purpose must be assessed in depth. At work as part of any complete evaluation of workplace wellness (Villarosa et al., 2018). Mental well-being has been addressed in many contexts, such as a life’s purpose or meaning and is an essential notion to self-determination theory. Carol Dweck developed the psychological wellbeing (PWB) model in eudemonic wellbeing, which is now widely used (Sasaki et al., 2020). Psychological notions like self-actualization and being a fully functional person were taken into account. However, they were distilled down to six essential elements of wellbeing: surroundings, acceptance of oneself, freedom of choice, development in one’s self-awareness, good relationships, and a sense of direction in life. Many health advantages were associated with PWB, such as a higher life expectancy and a lower chance of physical diseases like stroke and myocardial infarction, metabolic syndrome, and a lower incidence of mental health problems, including insomnia, depression, and Alzheimer’s (Sasaki et al., 2020). In biological functioning, rising PWB levels are associated with falling plasma cytokine levels (Sasaki et al., 2020).

About questionnaires, among the well-being measures are the Office for National Statistics measures of well-being and life satisfaction, which are not scales with item answers added together to produce an overall score but consist of four structured questions individually examined by national surveys (Sasaki et al., 2020). In evaluation, questionnaires are by far the most popular and effective way of assessing psychological wellbeing. A complete workplace wellness evaluation would need to evaluate people’s feelings of purpose at work. These eight more frequently-used instruments for measuring mental health were chosen in addition to the ones that we developed.

PWB promotion may help people grow personally, professionally, and age gracefully. To solve significant issues in life at all phases, it may be helpful to measure and encourage the development of PWB among the Japanese people (Sasaki et al., 2020). To measure PWB, researchers have relied on Ryff’s Psychological Well-Being Scales (PWBS). There has been extensive testing of the PWBS’s reliability and validity in more than 30 languages and across a wide range of cultures (Lazić et al., 2018). Current conceptual models of psychosocial wellbeing have been superseded by the deficit-oriented approach, which relies on logically chosen items from clinical diagnosis measures or troublesome symptoms like anxiety and depression (Villarosa et al., 2018). Psychosocial well-being is more likely to be high when specific clinical symptoms are low on the scale (Lazić et al., 2018).

General Self-Efficacy Scale (10-item)

In other words, self-efficacy is the conviction that you have to effectively achieve your objectives, whether that goal is solving a problem, successfully studying for and passing a test, or coping with adversity. When it comes to particular objectives or difficulties, self-efficacy is often taken into consideration. The generalized self-efficacy scale measures a person’s overall confidence in handling issues and achieving goals (Lazić et al., 2018). The GES consists of 10 items completed by the GSE (General self-efficacy), which includes approximately 20,000 individuals in 25 countries (Zeng et al., 2020). In their study, they discovered that the worldwide average score was 29.55 points.

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Interestingly, the Japanese received the lowest scores while the Costa Ricans received the highest. About the questionnaire, the capacity to develop personal strength is measured using a self-confidence questionnaire. The data is measured, and in evaluation, Mastery is used and interpretation made.

The GSE has been translated into several other languages and verified in various social and other settings (Lazić et al., 2018). The validation of the 606 American university students was used to verify the English version (Lazic et al., 2018), while samples of adult stroke survivors and adolescents were used to validate the Swedish version (Lazic et al., 2018). A broad population sample of 2019 respondents, aged 16–95, from Germany compiled the German version. (Lazić et al., 2018). According to the researchers, general self-efficacy has also been verified among older people in the Netherlands (Lazić et al., 2018).

The generalized estimating equation has been extensively utilized in epistemological study. Adults’ optimism and general well-being are linked with feelings of self-efficacy. It is also associated with subjective wellbeing in teenagers and junior secondary school students. As a mediator in the connection, there is a tension between the top personality traits and the idea of external pressure (Sharma et al., 2018). Internet usage is linked to feelings of self-worth and smartphone addiction, respectively (Sharma et al., 2018).

Research on the prediction accuracy of the GSE scale has dominated. The GSE scale has also been shown to be strongly linked with other achievement-related factors, such as job search decisions, the number of training and development courses attended, and the ascent of leaders. On the other hand, different results raise questions about the overall validity of the GSE (Sharma et al., 2018). However, while the SGSE (General Self-Efficacy Scale) has not been proven to be a cause-and-effect relationship, researchers like Zeng et al., 2020 have demonstrated that it is useless for forecasting GSE. According to the results, the GSE scale interacts with experimental treatments to predict future outcomes, which is compatible with Brockner’s plasticity theory (Sharma et al., 2018).

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Self-efficacy does not drive behavior in the traditional sense, effort, and persistence; instead, they are the byproducts of self-efficacy (Sharma et al., 2018). When it comes to believing in oneself as an agent of change, people have to believe in themselves to make decisions, set goals, put out effort, and persevere in the face of failure (Sharma et al., 2018). The authors created the questions to capture the whole spectrum of behavioral implications associated with a positive sense of self-efficacy (Zeng et al.,2020). In this way, GSE items like “I abandon projects before they are completed” and “when unforeseen difficulties arise, I cannot deal with them effectively” are the consequences of effectiveness perceptions. In addition, this idea suggests that estimates of the scale’s internal consistency dependability may be contaminated by the linkages between GSE and its effects, which is a source of worry (Sharma et al., 2018).

Because of the GSE scale’s multidimensionality, seeming poor content, discriminant validity, and evaluating the results of research that use the scale may be challenging (Shryock et al., 2018). It may be challenging to identify which constructs are being assessed by the GSE scale when combined with the factorial structure and content (Shryock et al., 2018). As a result, there are errors in determining the validity of the GSE metric (Shryock et al., 2018). Whether the GSE scale accurately measures perseverance, effort, self-perceptions of behavior initiation, self-esteem, general social competence, or any combination of these categories is a specific source of concern. Predictions produced using the GSE scale are not known to be traceable to GSE or any other comparable constructions (Zeng et al., 2020). It is found that there has not been enough evidence to back up the validity of the GSE scale to warrant its continued usage in the absence of further research (Shryock et al., 2018). It is not easy to evaluate how different the GSE approach is compared to other methods since the GSE scale has been utilized severally.

Personal Growth Initiative Scale (PGIS-II, 16-item version)

The term “personal growth initiative” refers to someone actively engaged in improving themselves (Nur et al., 2020). Changes in one’s thinking or conduct may indicate the process of personal transformation, which can manifest themselves in various ways throughout one’s life. When individuals have high levels of PGI (Personal Growth Initiative), they are better able to recognize or create chances that will aid in their positive personal development (Nur et al., 2020). The questionnaire describes the growth of an individual and the initiative taken to achieve the growth. The answers are recorded using the unidirectional item, and then evaluation is done through the same item.

It is possible to have both cognitive and behavioral aspects on the PGI. The mental aspects of PGI are comprised of playfulness. The ability to recognize particular areas of development or change is called “readiness for change. Playfulness refers to a person’s capacity to plan methods that will assist them in improving themselves. The behavioral aspects of PGI are comprised of the concepts of ‘intentional conduct’ and ‘using resources.’ Intentional conduct refers to planned activities to carry out personal development goals (Freitas et al., 2015). Resources are utilized to enhance personal growth, and obtaining external resources is part of using resources.

Strong PGI abilities are linked to interpersonal connection building, maintenance, and adaptive coping skills for dealing with life’s stresses and difficulties (Nur et al., 2020). PGI dimensions that reflect stress are associated with lower levels of well-being, while PGI dimensions that reflect well-being are the opposite (Freitas et al., 2015). PGI is critical to healthy growth and wellbeing therefore learning all there is to know about it is essential.

The translation of psychological instruments is an essential part of mental health research that is culturally sensitive. Some consider PGI a universal concept that transcends cultural boundaries (Nur et al., 2020). PGI in Poland should be studied since the Polish people do not have a long history of deliberate personal development in the traditional sense of the term (Freitas et al., 2015). This may be due to a mixture of communist government from 1949 to 1989 and post-communist patriarchal institutions and attitudes that persisted for decades after the Soviet Union’s demise because they were afraid of being labeled as having a mental health issue or having a personal weakness (Nur et al., 2020).

Despite the PGIS’s good psychometric characteristics, the scale only assessed the overall PGI score rather than the construct’s specific aspects. Personal development initiative (PGI) was initially developed as a therapeutic construct in therapy as a potentially beneficial way for individuals to participate in their progress actively. (Freitas et al., 2015). Even though it has been consistently linked to psychological well-being and distress, few research studies have investigated PGI in clinical populations (Lönnfjord et al., 2018). The classic illustration is taking charge in a group situation: taking the initiative to lead the team and understanding how to get the best out of everyone else. This is an example of ambition, but if the thought of becoming a leader makes you feel weak in the knees, do not be discouraged; you are not an unfixable problem.


Borowa, D., Kossakowska, M. M., Harmon, K. A., & Robitschek, C. (2018). Personal growth initiative’s relation to life meaning and satisfaction in a polish sample. Current Psychology, 39, 1648–1660. Web.

Freitas, C. P. P., Damásio, B. F., Kamei, H. H., Tobo, P. R., Koller, S. H., & Robitschek, C. (2018). Personal growth initiative Scale-II: Adaptation and psychometric properties of the Brazilian version 1. Paidéia (Ribeirão Preto), 28. Web.

Lazić, M., Jovanović, V., & Gavrilov-Jerković, V. (2018). The general self-efficacy scale: New evidence of structural validity, measurement invariance, and predictive properties related to subjective wellbeing in Serbian samples. Current Psychology, 40, 699–710. Web.

Lönnfjord, V., & Hagquist, C. (2018). The psychometric properties of the Swedish version of the general self-efficacy scale: A Rasch analysis based on adolescent data. Current Psychology, 37(4), 703-715. Web.

Nur Salimah, A., Intan Hashimah, M. H., & Mohd Haizzan, Y. (2020). Psychometric properties of the 42-Item version of Ryff’s Psychological Well-Being scale among working women in Malaysia. Journal of Human Development and Communication (JoHDEC), 9, 23-28. Web.

Sasaki, N., Watanabe, K., Imamura, K., Nishi, D., Karasawa, M., Kan, C., Ryff, C. D., & Kawakami, N. (2020). Japanese version of the 42-item psychological well-being scale (PWBS-42): A validation study. BMC Psychology, 8(1), 1-11. Web.

Sharma, A., & Sharma, R. (2018). Internet addiction and psychological wellbeing among college students: A cross-sectional study from Central India. Journal of Family Medicine and Primary Care, 7(1), 147. Web.

Shryock, S., & Meeks, S. (2018). Internal consistency and factorial validity of the 42-item psychological wellbeing scales. Innovation in Aging, 2(Suppl 1), 690. Web.

Villarosa, J. B., & Ganotice, F. A. (2018). Construct validation of Ryff’s psychological wellbeing scale: Evidence from Filipino teachers in the Philippines. Philippine Journal of Psychology, 51(1), 1-20. Web.

Zeng, G., Fung, S. F., Li, J., Hussain, N., & Yu, P. (2020). Evaluating the psychometric properties and factor structure of the general self-efficacy scale in China. Current Psychology, 1-11. Web.

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PsychologyWriting. (2022) 'Analysis of Measurements in Research'. 20 September.


PsychologyWriting. 2022. "Analysis of Measurements in Research." September 20, 2022.

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PsychologyWriting. "Analysis of Measurements in Research." September 20, 2022.