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Construct Validity: A Review of Basic Issues and Marketing Practices

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Abstract

An attempt is made to explicate the meaning of construct validity. Operational issues in the process of construct validation are investigated. A subset of JMR studies involving construct validation are reviewed and the role of construct validity in marketing is considered.

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... In this sub-section, we summarize the estimation results of the measurement models to justify the construct validity of this study (Peter, 1981), with descriptions of validity measurements provided in Table 3 and relevant statistics reported in Table 4. The data analysis was conducted with the software SmartPLS 4. Following the guidelines by Hair et al. (2019) and Peter (1981), the model's reliability, convergent validity, and discriminant validity were evaluated. ...
... In this sub-section, we summarize the estimation results of the measurement models to justify the construct validity of this study (Peter, 1981), with descriptions of validity measurements provided in Table 3 and relevant statistics reported in Table 4. The data analysis was conducted with the software SmartPLS 4. Following the guidelines by Hair et al. (2019) and Peter (1981), the model's reliability, convergent validity, and discriminant validity were evaluated. The model's reliability was first evaluated. ...
... The HTMT matrix is presented in Table 5, and it can be observed that all HTMT ratios are below the recommended threshold of 0.9 (Henseler et al., 2015). As our measurement models have passed tests of reliability, convergent validity, and discriminant validity, the construct validity can be established thereof (Peter, 1981). ...
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Despite critical thinking (CT) being a focal point in higher education, gaps remain in comprehending the psychological factors underlying the formation of CT disposition and its transition into actual CT behavior. To address the gap, we introduce a behavioral perspective to CT research that is based upon the Theory of Planned Behavior (TPB). We first identify the theoretical cohesion between CT and TPB, conceptualizing CT disposition as behavioral intention and performing CT action as behavior. We identify the three TPB-based psychological antecedents to CT disposition, namely, attitude, perceived behavioral control, and subjective norms. To operationalize CT disposition, we adopt the constructs of critical openness and reflective skepticism. The theoretical propositions are then empirically validated through a survey of 363 undergraduates in Singapore. Results indicate significant relationships between the antecedents and CT dispositions, with a partial effect for subjective norms. Particularly, subjective norms significantly enhance reflective skepticism but have a minimal effect on critical openness. However, a gap between students’ CT disposition and students’ performance is observed. The insights gained from the findings will be useful in guiding the development of psychological interventions for CT development.
... Convergent validity measures the extent to which an operation is similar to other operations, which theoretically should be similar. This measure is analyzed with indicators of reliability and construct reliability [37]. The reliability indicator is examined by using the construct loading value. ...
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Це дослідження розуміння впливу лідерства, мотивації, навчання та продуктивності, опосередкованого компетентністю. Для дослідження використовувався багатофакторний аналіз із використанням описового та пояснювально-кількісного методів. Вибіркою дослідження були 114 респондентів за пропорційним методом. Дані були зібрані за допомогою анкети для подальшого аналізу за допомогою моделювання структурними рівняннями (SEM) із застосуванням підходу часткових найменших квадратів (PLS). Результати дослідження показали, що: (1) Мотивація та навчання мають значний вплив на компетентність, а компетентність має значний вплив на продуктивність; (2) Лідерство не має істотного впливу на компетентність і продуктивність. Подібним чином мотивація та навчання не мають значного впливу на продуктивність; (3) Як посередницька змінна, компетентність здатна суттєво опосередковувати вплив лідерства, мотивації та навчання на продуктивність; і (4) значення сили залежних змінних компетентності та результативності співробітника вказується результатами розрахунку квадрата множинних кореляцій (R2) 0, 6435 і 0,7621 відповідно.
... Another limiting factor may be the validity of the research instrument, as Peter (1981) recommends, the research instrument be compared with other, already validated research instruments that measure the same or completely different constructs. However, in our case, we could not compare the research instrument with other validated instruments because it is difficult to find a validated research instrument due to the selection of tested inquiry skills. ...
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Teachers should lead students to inquiry and discover the world around them. For this reason, it is essential that students possess inquiry skills that will enable them to investigate inquiry processes and carry out inquiry activities. Although the development of inquiry skills is essential part of Slovak state curriculum, the administered test showed a relatively low level of inquiry skills among Slovak grammar school students (16–19 years old), especially in the skills of identifying variables, formulating hypotheses, determining the accuracy of experimentally obtained data, and understanding the elements of inquiry. The results indicate that the students’ future professional orientation has a relatively significant influence on their level of inquiry skills which are not systematically developed in individual years of study. It is necessary to implement inquiry activities in the education process that will enable students to develop their skills throughout their entire grammar school studies, regardless of their future professional orientation.
... Discriminant validity examines whether concepts or measurements that are hypothesized to be dissimilar are, in fact, distinct from each other (Peter, 1981). In the present research, it was hypothesized that women who trust in their partners will have less experience of partner abuse. ...
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Background: Intimate relationships are built upon trust. With it, there is liberty and security to experience the full potential of intimacy and affection the relationship has to offer. Objective: Therefore, the present study aimed to develop a reliable and valid indigenous scale for women measuring trust in their intimate partner. Method: The study was carried out in three phases. In phase one, ten semi structured interviews were conducted with married women to generate items. Relevant literature was also studied thoroughly. In phase two, construct validity of the scale was established through exploratory factor analysis. A convenient sample of 400 women was taken. Results: Principal component analysis using varimax rotation resulted in three factors i.e., benevolence, predictability, and dependability. The overall variance explained by all these factors accounted for 71.82%. In phase three, psychometric properties of the scale were examined. The alpha reliability of the scale was significantly high α=.85. Discriminant validity of the scale was r= -.72, p<.01. Conclusion: Hence, it is a valid and reliable indigenous scale to measure trust in intimate partner among women.
... That is, we considered these subscales as the observed variables constituting the latent variable of metacognitive awareness. As maintained by Peter (1981), nomological validity influences construct validity for the operationalization of latent concepts used in an empirical study. He further adds that the role of nomological validity is noteworthy in mediational analyses within which there are complex interrelationships between multiple variables. ...
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The present study aimed to explore the relationship between reading attitude, motivation, and the metacognitive awareness of reading strategies (MARS) of adult EFL learners. Ninety-seven Iranian intermediate EFL learners participated in the study after a multi-stage sampling. The initial analysis suggested high correlations between the variables of attitude, motivation, and the metacognitive awareness of reading strategies. A mediation analysis using structural equation modeling was conducted to examine the intervening effect of MARS on the effect of attitude on motivation. The proposed model confirmed the mediational hypothesis with a good fit. The findings bear notable implications which are discussed in light of the study outcomes.
... The target population could be all Tunisian consumers likely to be exposed to environmental advertising posters. The choice of sample size was made in accordance with the recommendations of Peter (1981). The number of items used in the study was 21, while the manipulation of advertising elements generating skepticism generated sixteen experimental conditions (sixteen groups of subjects). ...
... Internal consistency is an essential part of reliability. Cronbach's alpha is a standout amongst the most well-known techniques for surveying inward consistency (Churchill, 1979;Peter, 1981).The value of Cronbach's alpha for all the constructs was above the threshold level which ensures the reliability of all the constructs as shown in Table 1. ...
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Customer loyalty is the continuous emotional relationship between the customer and the service provider. Loyalty is established through repeated positive experiences that a customer has with the company, which creates a sense of trust and reliability.Word of mouth is a powerful tool for any business, as it can either make or break a company's reputation. Positive word of mouth is a crucial output in the relationship.Therefore, this study aims to explore the relationship between customer loyalty (CL) and positive word of mouth (WOM) in the fiercely competitive financial service sector. The present study also examines the moderating role of gender in CL and WOM. The banking firms and the life insurance firms from the public sector as well as the private sector have been studied as representatives of the financial service sector. The individual customers have been taken as respondents. The study has been conducted in the State of Punjab (India). 487 responses were used for the data analysis.To check the relationship between CL and WOM structural equation modeling (SEM) was used and the results show that customer loyalty has a significant and direct impact on positive word of mouth. Further, results show that gender did not moderate the relationship. This infers that positive word of mouth can be achieved by having loyal customers of any gender. The study recommends the building of long-term relationships and retention of the customer as a part of a defensive strategy. The current study adds to the present literature on relationship management, customer loyalty, and business strategies.
... The values range from 0.5397 to 0.7851 (all > 0.5), indicating convergent validity within the model [72]. Convergent validity can also be observed by determining whether each indicator's maximum likelihood loading is significant for its underlying construct [73,74]. Table A5 shows that all 32 determinants carry a loading of >0.7, which is considered acceptable. ...
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This study explores the determinants of the intention to adopt blockchain technology for sustainable supply chain management in Indian micro, small, and medium enterprises. Different from existing studies that advocate the use of socio-technical theory for blockchain technologies, we develop a new theoretical framework, called “SOS,” based on a review of the existing literature. This is an adaptation of the technology–organization–environment framework that examines the measures and scales from socio-technical, organizational, and sustainability contexts. We use ADANCO 2.3.2 for variance-based structural equation modeling. The results show that two of the nine hypotheses are negatively significant, while the rest are positive. In our context, social sustainability and computer self-efficacy are strongly negatively significant for the adoption intention of blockchain technology in our context. Software quality and environmental sustainability are strongly positively significant. Meanwhile, collaboration, economic sustainability, and relative advantage mediated by experience are positively significant. Our study contributes to the literature by offering a new theoretical framework, fresh insights from the Indian industry, and several recommendations to practitioners.
... In entrepreneurship, however, the difficulty of clearly defining key constructs based on a broad consensus and empirical precision suggests this first trigger (Davidsson, 2015). Construct validity is among the most important quality indicator of a research field (Cronbach & Meehl, 1955;Peter, 1981). Yet, defining and measuring a construct like 'entrepreneurial opportunity' ...
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The rapid expansion of AI adoption (e.g., using machine learning, deep learning, or large language models as research methods) and the increasing availability of big data have the potential to bring about the most significant transformation in entrepreneurship scholarship the field has ever witnessed. This article makes a pressing meta-contribution by highlighting a significant risk of unproductive knowledge exchanges in entrepreneurship research amid the AI revolution. It offers strategies to mitigate this risk and provides guidance for future AI-based studies to enhance their collective impact and relevance. Drawing on Akerlof's renowned market-for-lemons concept, we identify the potential for significant knowledge asymmetries emerging from the field's evolution into its current landscape (e.g., complexities around construct validity, theory building, and research relevance). Such asymmetries are particularly deeply ingrained due to what we term the double-black-box puzzle, where the widely recognized black box nature of AI methods intersects with the black box nature of the entrepreneurship phenomenon driven by inherent uncertainty. As a result, these asymmetries could lead to an increase in suboptimal research products that go undetected, collectively creating a market for lemons that undermines the field's well-being, reputation, and impact. However, importantly, if these risks can be mitigated, the AI revolution could herald a new golden era for entrepreneurship research. We discuss the necessary actions to elevate the field to a higher level of AI resilience while steadfastly maintaining its foundational principles and core values.
... Construct validity (Peter, 1981) is the most commonly measured type of validity in consumer research. A construct showing a high level of construct validity should be positively correlated to hypothesized similar scales (convergent validity) and negatively correlated to hypothesized opposite scales (divergent validity). ...
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This article gives an integrative review of research using projective methods in the consumer research domain. We give a general historical overview of the use of projective methods, both in psychology and in consumer research applications, and discuss the reliability and validity aspects and measurement for projective techniques. We review the literature on projective techniques in the areas of marketing, hospitality & tourism, and consumer & food science, with a mixed methods research focus on the interplay of qualitative and quantitative techniques. We review the use of several quantitative techniques used for structuring and analyzing projective data and run an empirical reanalysis of previously gathered data. We give recommendations for improved rigor and for potential future work involving mixed methods in projective techniques.
... The questionnaire was designed to resonate with the study's conceptual model. Construct validity refers to the alignment between the constructs of the study (which are referred to as unobservable variables specified at a conceptual level) and the questionnaire items that are used to obtain a tangible measure of that construct (Peter, 1981). A viable strategy to ensure construct validity is to align questionnaire items to previous studies where these constructs and items have been validated. ...
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The industrial world has witnessed an increased demand for computing based skills due to the advent of robotics, artificial intelligence, and analytics. However, the learning of computer programming is challenging and requires an intensive cognitive effort to attain a high degree of skill and expertise. Given this phenomenon, this study undertook to ascertain the factors that influence proficiency in computer programming. The study adopted a quantitative approach and a survey research strategy, guided by a conceptual model. A survey questionnaire was designed as the primary source of data collection. The respondents comprised students who were enrolled for Information Systems and Technology (IT) courses at a higher education institution. The main factors that were identified as significant predictors of computer programming performance were Problem-Solving Ability and Self-Efficacy. The findings contribute to enhancing computer programming pedagogy, which could lead to enhanced student performance in assessment, and validation of the conceptual model.
... Additionally, Arasli et al. (2020) and propose that the nomological validity of scales can be assessed by scrutinizing and quantifying the associations between each dimension and the anticipated results. In addition, the nomological validity of scales can be established through empirical examination of the correlations between variables (POIC, POMC, POMA) and other theoretically relevant factors (Peter, 1981). This study aims to investigate the impact of the dark side of IC, on employee outcomes, specifically EL and QQ intentions. ...
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Purpose This study aims to develop and validate the scales on the dark side of internal communication (IC) that capture a more nuanced perception of ineffectiveness, manipulation and miscommunication from the employee perspective. This study also examines this scale's effects on employee outcomes (such as employee loyalty and quiet quitting). Design/methodology/approach The authors developed the dark side of the IC scale through qualitative interviews and a review of relevant literature. Statistical techniques such as exploratory and confirmatory factor analysis, convergent validity and nomological validity were performed on the newly produced scales. The authors also examined the predictive validity effects of these scales on employee loyalty and quiet quitting using participants from Hungary. Findings The scale development resulted in a 15-item measuring three dimensions of the dark side of IC. After several statistical examinations, the scale exhibited robust psychometric properties and is reliable and valid. Originality/value This study empirically supported the new phenomenon of studying the dark side of IC, and the scale can be used to measure employee outcomes, the effectiveness of organizational communication, etc.
... According to Peter (2012), the discriminant validity test aids in determining how much a construct differs from its size. By comparing a construct's AVE square root with the correlation between that constructs, the discriminant validity is evaluated. ...
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This study investigates the factors influencing impulse buying behavior in online food purchases in Indonesia. The research gathered data from 270 valid respondents from the Muslim community through an online survey (Google Forms). Demographic analysis revealed a predominantly young, single-student population, primarily from Central Java. The study employed the Structural Equation Modeling (SEM) technique to analyze the data and test the hypotheses. The impulse buying tendency scale included seven variables: religiosity, platform quality, social influence, intentions, self-control, consumer mood and Impulse buying tendency. The results indicate that self-control (β: –0.140, p-value: 0.024) plays a crucial role in mitigating impulse buying tendencies whereas religiosity (β: 0.304, p-value < 0.001) can increase the level of self-control. Additionally, platform quality (β: 0.488, p-value < 0.001) significantly impacts individuals’ intention to engage in impulsive purchases. Consumer mood (β: 0.681, p-value < 0.001) is the highest cause of impulse buying behavior. Notably, self-control can reduce impulsive buying tendencies, which means that the higher the self-control ability, the lower the possibility of making impulse purchases. However, the social influence (β: –0.175, p-value: 0.026) has a negative effect on self-control.
... Casual language use can also contribute to jingle, as can disagreements among researchers regarding the nature of a particular concept (Bergkvist & Eisend, 2021;Podsakoff et al., 2016). Additionally, imprecise definitions play a significant role, echoing concerns raised decades ago about minimizing contamination between different concepts (Peter, 1981). ...
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The concepts of cross-selling and cross-buying have gained significant attention in marketing research and practice, deemed crucial for driving business revenue and enhancing customer lifetime value. However, the two literature streams exhibit considerable ambiguity and conceptual overlap, hindering theoretical development and practical application. This integrative review addresses this challenge by systematically examining existing research through probabilistic topic modeling, bibliometric analyses, logical partitioning, and jangle and jingle fallacies analysis. By triangulating these methodologies, we shed light on the distinctions and commonalities between cross-selling and cross-buying, offering a typology of definitions validated through interviews with industry practitioners. This paper aims to foster academic discourse and provide actionable insights for future research in cross-selling and cross-buying. The paper also provides implications for retailing and service companies on how to profit from existing customer relationships.
... Additionally, we designed the exercise to feature high construct validity (e.g., Peter 1981). Transferring the role of construct validity in marketing research to an educational setting, a successful marketing analytics exercise should mirror the substantive marketing and analytics requirements demanded in students' future careers. ...
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... As a result, because they all manifest the same latent construct, OVs are expected to have correlations. Evaluating the construct validity of reflective measures, including reliability assessments, convergent validity, and discriminant validity [100], is often critical. On the other hand, formative measures contend that OVs collectively influence changes in the LV, thereby establishing a causal pathway from the OVs to the latent construct [99]. ...
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Considering the emergence and adoption of various innovative technologies, the construction industry has undergone transformation into a more secure, highly efficient, and ecologically sustainable landscape. An increasing number of studies uses the structural equation modeling (SEM) method to explore the dynamics of technology adoption and use within the construction sector. Previous studies have mainly focused on qualitative analysis using the SEM method to analyze technology adoption and usage in the construction industry. This study, however, distinguishes itself from previous research by focusing on the SEM method itself and conducting a systematic analysis using scientometric methods. Based on a total of 140 relevant journal articles, this study adopts a scientometric analysis approach to conduct a holistic review encompassing sources, researchers, keywords, and highly cited documents. The research findings are as follows: (1) the primary focus of the current research topics is on BIM technology; (2) most studies employ cross-sectional SEM instead of longitudinal SEM; (3) there is a deficiency in the theoretical foundation for designing SEM in current research; and (4) the selection of either reflective or formative measures lacks sufficient rigor. Qualitative analysis is used to examine prevailing issues in research design and address the intricate technicalities and potential challenges inherent in the SEM method. Three research gaps and future directions are presented: diversifying regions of study and research topics, incorporating theoretical support for research design, and carefully choosing reflective or formative measures. The findings provide a comprehensive roadmap and valuable reference for future research in this field.
... Construct validity measures the extent to which measurements of the same or similar constructs correspond. Discriminant validity displays the extent to which two measures of unrelated constructs diverge (Peter, 1981). After a confirmatory factor analysis was performed to verify construct validity, structural equation modeling (SEM) was used to test the hypotheses proposed in the previous section. ...
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... Validity refers to the extent to which an instrument really measures the construct it is designed to measure (Peter, 1981). Schwab (1980) defined construct validity as "representing the correspondence between a construct (conceptual definition of a variable) and the operational procedure to measure or manipulate that construct". ...
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This study examines the relationship between determinant factors (local factor conditions, related and supporting industries, policies and regulations), FDI attraction and the firm’s competitive advantage for foreign electronics manufacturing companies in Northern Malaysia. This quantitative study was carried out using online self-administrated survey questionnaires (Likert’s rating scale) which collected a total 443 completed questionnaires by managerial personnel from foreign electronics manufacturing companies in Northern Malaysia. Independent variables are local factor conditions, related and supporting industries, policies and regulations as FDI determinant factors; mediating variable is FDI attraction and firm’s competitive advantage is the dependent variable. The data were analysed using SPSS and ADANCO software to examine the relationship. The results of the PLS-SEM reveal that FDI attraction is a significant mediator between FDI determinant factors and firm’s competitive advantage through local factor conditions and policies and regulations, but not for local related and supporting industries. The study also shows local factor conditions and policies and regulation have significant direct effect on FDI attraction among foreign electronics manufacturing companies in Northern Malaysia. The research model offers a basis to develop a more comprehensive framework for future studies which suggest a neo-positivist research approach using mixed methods combining elements of quantitative and qualitative research can be considered for future research for a more holistic discovery of the subject matter.
... The presented constructs were concepts that were understandable by the expert group [109]. They were concepts designed to organize knowledge and guide empirical research on a selected aspect of reality [110]. Validation of their content-presented in a later part of this study-therefore refers to the extent to which the measurement scale reflects the selected semantic field of the construct, i.e., its content [111]. ...
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... However, we can see moderate-to-high correlations between all constructs. According to Meehl (1967) and Peter (1981), correlations between constructs from the same sample are highly likely, if the sample is large and reliability is given (at least to some degree). On the one hand, high correlations between theoretically related constructs were expected, as for example high correlations between the UTAUT Performance Expectancy scale and the Competence Satisfaction rs = .71, ...
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... Last, we assessed the nomological validity of the burnout and job satisfaction constructs. The nomological validity of the scale is the degree to which the focal construct relates to other theoretically connected constructs consistent with a priori expectations (Gatignon et al., 2002;Govindarajan and Kopalle, 2006;Peter, 1981). We correlated burnout and job satisfaction with sleep hygiene ("Do you think you get enough sleep?"). ...
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... A one-factor structure, on the other hand, showed a good fit and good validity and reliability. The lack of discriminant validity in the four-factor structure suggested that the latent variables were highly correlated [37]. Such a finding seems reasonable, as there appears to be much overlap among the 11 core instinctual motivations [8]. ...
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Being able to quantify gaming motivation in a valid, systematic way has important implications for game designers and gaming user experience researchers. In the present study, we aimed to develop and validate a 30-item Gaming Instinctual Motivation Scale (GIMS) based on Dillon's 6-11 Framework on instinctual gaming motivation and Lazzaro's gaming experience model. To validate the scale, we recruited 194 regular gamers (Mage = 22.70 years old, SD = 4.38) to complete the GIMS based on their general gaming experience and their experience playing role-laying games (RPGs), first-person shooters (FPSs), real-time strategy, puzzle, and action games. We used a cross-validation approach and performed exploratory factor analysis and confirmatory factor analysis to test the structure of the scale and the reliability and validity of the scale, respectively. The final version of the GIMS had a one-dimensional structure with 15 items. It also had good construct validity, χ2 (N = 117, df = 86) = 126.28, p = 0.003, CFI = 0.93, TLI = 0.92, and RMSEA = 0.064 (90% CI [0.04, 0.09]), and reliability (CR = 0.89), and an acceptable convergent validity (AVE = 0.35). The one-dimensional structure was generalizable to RPG and FPS games, demonstrating the applicability of the scale to these two gaming genres. Higher scores on the GIMS were also associated with a greater intention to play games.
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