Abstract
There has been a drive towards enhancing the critical thinking (CT) skills development of students in the science, technology, engineering and mathematics (STEM) disciplines, both in Australia and internationally. One debate among CT theorists centres on whether CT comprises a set of generalizable skills or is content- and context-dependent. While previous studies have considered CT skills development and its assessment in pharmacy courses, there appears to have been limited scholarly research within the pharmaceutical sciences discipline. In seeking to address this, it is vital to understand how companies conceptualize CT and its use by Bachelor of Pharmaceutical Sciences graduates. This research identifies five major categories used to conceptualize CT in the companies interviewed: being systematic, having strong business sense, considering multiple solutions, considering implications and identifying problems and potential solutions. The study finds that, while these skills are dependent on the business context, they may be generalizable across a range of industries.
In recent years, critical thinking (CT) has increasingly become an in-demand trait for graduates of science, technology, engineering and mathematics (STEM) disciplines, both locally in Australia and internationally (Flores et al., 2012; Maxwell et al., 2010; Oliver et al., 2010; Osmani et al., 2017; Prinsley and Baranyai, 2015). Recent studies have reported that students (Canadian University Survey Consortium, 2017) and some industries (ABS, 2006, cited in Norton, 2016) view a university education as a means to secure more rewarding and highly paid employment. Previous research has also shown a correlation between a formal education and the development of reasoning skills (Ding, 2017), often through participation in experiential programmes (Hannon et al., 2004). The development of such reasoning skills feeds back into content learning (Kuhn et al., 2000; Lawson, 2004). Moreover, CT is considered as fundamentally important for fully engaged citizens in a modern world (Halpern, 2002; Ten Dam and Volman, 2004). Ten Dam and Volman (2004) argue in favour of a ‘social constructivist’ approach in defining CT as enabling a greater quality of participation in society. They consider CT in the context of ‘[participating] critically in the communities and social practices to which a person belongs’ (Ten Dam and Volman, 2004: 359). To complement this conceptualization of CT, the empirical research below considers the conceptualization of CT in the context of the workplace.
Conceptualizing CT
CT is seen as a higher level of thinking, more than just thought (Ennis, 2015). Among modern conceptions, it has been considered as a ‘purposeful act’ (Halpern, 1998) of ‘reasonable and reflective thinking’ (Ennis, 1993) in the form of a series of actions that a critical thinker undertakes. Facione (1990) outlines one such approach in his seminal publication The Delphi Report. By way of consensus, he brings together many perspectives to define CT as a set of actions a critical thinker undertakes, such as ‘analysis’, ‘evaluation’ and ‘inference’. He further expands this idea by considering a person’s disposition towards using CT skills. That is to say, it is not sufficient that we know how to think critically, but that we are inclined to think critically when appropriate. Paul and Elder (2008) also suggest the inclusion of ‘intellectual criteria’ or standards that define how well these actions should be conducted in order for the actor to be considered a good critical thinker (e.g. logic, clarity and precision).
This research integrates the CT competencies (cognitive skills and dispositions) of Facione (1990) and the intellectual criteria of Paul and Elder (2008).
Context specificity and the transferability of CT
There is an ongoing debate about the ability of a learner to take CT competencies developed in the classroom and apply (transfer) them spontaneously in novel situations (Ennis, 1989; McPeck, 1990; Perkins and Salomon, 1989), and even about the degree to which this transfer of skills is currently being done (Davies, 2016). The discussion concerning transferability is intimately linked with the debate concerning the generalizability of CT skills – in that, without transferability, CT skills would not be generalizable outside a classroom setting. Halpern (1998) describes the goal of instruction in CT techniques as the ability to transfer these skills out of the classroom into ‘real-world’ settings. One way of addressing this may be through a constructivist approach in which knowledge is constructed through interaction with phenomena (Watts et al., 1997). In this case, the phenomenon to which students would need to be exposed would be in-context CT. To this end, CT is an ideal candidate for a constructivist approach in that ‘critical constructivism’ concerns itself with ‘complex multi-layered circumstances which entail, for instance, awkward or unresolvable issues which cannot be tackled easily’ (Watts et al., 1997: 311). The complexity of these ‘circumstances’ and ‘issues’ aligns with the types of CT problems envisaged by social constructivists like Ten Dam and Volman (2004), among others.
The inability of students to recognize the appropriateness of their CT skills in novel situations (Bransford et al., 1999; Halpern, 1998) may limit transferability. One way an improvement in CT transfer might be achieved is through the use of authentic scenarios in teaching and assessment that reflect a situation in which the students are required to utilize their CT skills. Bransford et al. (1999) discuss such ideas by describing how students may be presented with a specific task in one specific context before being presented with another, similar context. This approach, they posit, will enhance students’ ability to identify which general principles can be transferred. One way this concept may be applied is through a valid or realistic representation of the situation in which the student would be expected to use the desired skill. The use of authentic tasks, particularly in assessment, is supported by the work of Lund (1997), who describes how well-developed authentic assessments can induce higher-order thinking (including CT). She describes ‘well-developed authentic assessments’ as including, among other things, (1) meaningful tasks that simulate real-world tasks, (2) the aim of eliciting higher-level thinking rather than rote memorization, (3) clearly articulated assessment criteria, (4) formative rather than summative assessment and (5) assessment of the thought process as well as the end products. Lund argues that through such an approach, the assessor is able to detect, for example, ‘faulty logic…[that] could mean wrong decisions in future…’ (Lund, 1997: 27). One study has indicated a moderate improvement in CT skills through teaching that uses authentic tasks (Colletti, 2011), but what is not clear in this instance is the degree to which these developed CT skills were transferable.
Other promising methods of addressing the issue of transferability have been reported. In one such example, detailed by Helsdingen et al. (2011: 384), participants were assigned to either regular or random schedules for practising on ‘complex judgement tasks’. These schedules were supplemented with post-practice CT prompts which led to substantial performance gains on these ‘complex tasks’. The specific teaching of CT also appears to have had a beneficial effect on economics students’ reasoning skills (Heijltjes et al., 2014).
Discipline-specific CT
Many disciplines have considered CT (or an allied concept) as a key employability marker. Taking engineering as an example, van der Wal et al. (2017) look into the ‘techno-mathematical literacies’ required of modern engineers. While not explicitly articulating ‘critical thinking’, they do discuss ‘data literacy’ and a ‘sense of error’ as key skills. Most tellingly, they describe these literacies as abilities to ‘analyse’, ‘interpret’, ‘draw conclusions’ and ‘check and verify’. This conceptualization is very much in the language used by Facione (1990) and later by Paul and Elder (2008). Other disciplines have developed a context-specific test of CT ability for measuring the degree to which courses instil CT in students. For example, in the nursing field, the Health Sciences Reasoning Test (HSRT) has been used extensively to assess CT skills in undergraduate courses (Hunter et al., 2014). The HSRT focuses on those skills outlined by Facione (1990) (interpretation, analysis, evaluation, inference, explanation, self-regulation) in ‘clinical and professional contexts’ (Insight Assessment, 2016). Interestingly, the HSRT has also been trialled as a pre-admission diagnostic test for pharmacy (Kelsch and Friesner, 2014). Although there are some similarities between a pharmacy course and the pharmaceutical sciences, it would appear that this test was primarily intended to address the CT skills used when handling patients (pharmacy practice) rather than those used in drug discovery and formulation (pharmaceutical sciences). This test thus appears to be industry-aligned for pharmacy but not for the pharmaceutical sciences. Again, there does not appear to be a specific test for pharmaceutical sciences; no test addresses industry-aligned CT as it would be undertaken in industries that employ graduates of pharmaceutical sciences courses. This indicates a potential avenue for the exploration, development and evaluation of such a test.
CT in the pharmaceutical sciences context
Graduates of our undergraduate pharmaceutical sciences course typically go on to employment in pharmaceutical and consumer goods companies. A direct approach to understanding how CT is conceptualized by these industries is to ask them and then look for those concepts that can be considered as CT by comparing them against currently accepted understandings of CT. While studies of CT skills development have been conducted in many educational areas, including pharmacy (Gleason et al., 2013; Peeters and Boddu, 2016), a search of the literature has not uncovered any studies to date that look at CT competencies in undergraduate pharmaceutical sciences students. The need to address this gap in the literature is additionally supported by work that found benefit for each stakeholder group in linking industry experience with the educational setting, such as benefitting industry through access to strongly developed graduates (Brunton and Coll, 2005).
Study aims
This research aims to probe how the concept of CT is understood by employers who engage graduates from the Bachelor of Pharmaceutical Sciences. It is our intention to develop a better understanding of the utility of CT in the workplace from the employers’ perspective. Specifically, this study addresses the disconnect in CT conceptualization between the tertiary sector and the pharmaceutical and consumer goods industries in Australia. The findings may inform curricula development with regard to CT and therefore may be specifically useful for educators and students in the pharmaceutical sciences and related fields in developing CT at an undergraduate level.
The research used semi-structured interviews, as detailed below. Specific companies were selected based on their pre-existing relationship with the Monash Faculty of Pharmacy and Pharmaceutical Sciences (MPPS), either through the taking of students on work placements or as employers of MPPS graduates. These companies operate research and development (R&D) or production facilities within the greater Melbourne area and operate in local, national or international markets.
The research set out to investigate primarily how the companies conceptualize CT, and also to consider whether they expect universities to be the sole source of students’ CT development, and what methods they use to assess CT in graduates during the hiring process.
This article focuses primarily on the first of the above research objectives and will follow the investigation, starting with a qualitative analysis of the transcribed interviews and identification of key emergent themes. Next, these themes will be qualitatively analysed to determine the degree to which they were discussed and how that reflects their relative importance. The remaining two research aims will be considered separately in a brief qualitative discussion, highlighting key findings and implications for curriculum design and teaching.
Study design and implementation
Measures
In addressing the research aims, industry representatives were invited to take part in a semi-structured interview so that we could gauge their perspectives on CT. This method of data collection was chosen to allow respondents to develop ideas freely while staying within the structure and guidance of a set of questions (Cox and Cox, 2008). The interviews included open-ended questions concerning industry’s expectations of graduates and its skills requirements, its understandings of problem-solving and CT-type skills in the workplace and its opinion on the skills and intellectual criteria of Facione (1990) and Paul and Elder (2008).
The structured content of the interview was revised several times based on feedback from colleagues who had previously used interviews as a data collection method for canvassing opinions from industry. This feedback focused on the removal of redundant items and a redesign of potentially leading questions. Additionally, our approach to the design and piloting of the semi-structured interview questions followed that outlined by Turner (2010: 754) for what he describes as ‘standardized open-ended interviews’. The approach he outlines includes the deliberate choice of open-ended questions with neutral and clear wording.
Semi-structured interview questions
During the interviews, it was important to clarify which graduate jobs were being discussed. The first question listed below acted as the clarifying question, while the other questions were relevant to answering the objectives of this study: What roles do your graduate employees typically undertake in their first year of employment? Can you explain what exactly you mean when you say CT? How would you describe CT, in relation to day-to-day work for a graduate in your company? What sort of problems do they have to solve? How do you evaluate or know if CT skills are good/lacking for a graduate on the job? Ideally, in your opinion, when should CT skills be taught?
In all cases, participation was voluntary, and the interviews were conducted during business hours at the workplace of the respondents. Respondents consented to being audio-recorded so that a verbatim transcript could be produced. The institutional human research ethics committee, MUHREC, granted ethics approval for the study.
Participants
Interviews were conducted with 38 respondents from 21 companies. Of the respondents, 37 were technical managers or direct supervisors of graduates, and two were human resources staff (with one acting in both capacities). The 21 companies were classified based on their primary business (e.g. personal care products, analytical services) or the departments that the respondents represented within a larger company (e.g. R&D). In each case, no company was classified in more than one category and the classifications were as follows: cosmetics/cosmeceuticals R&D (n = 4), drugs and vitamins R&D and production (n = 4), industrial chemicals production (n = 4), personal care products (n = 3), analytical services (n = 2), food/food additives R&D/quality control (n = 3) and clinical trials (n = 1).
Analysis
How companies conceptualize CT
To address the question of how companies conceptualize CT, interview transcripts were coded and analysed in order to identify emergent themes, which could then be grouped into broad categories. To this end, interview questions 2, 3 and 4 (as listed above) were analysed and categorized using the process outlined below. Originally, question 2 was intended to provide case examples of CT use by graduates. However, the respondents tended to provide vague or general answers rather than specific examples. Therefore, question 2 was analysed only alongside questions 3 and 4.
As noted above, verbatim transcripts of each interview were produced. Due to the free-flowing nature of the interviews, in many instances, the respondent would begin a response to one question and then inadvertently answer a subsequent question or provide further detail on previous question. This tendency was addressed by remapping responses to the relevant questions.
Analysis of the data was based on the ‘process of inductive coding’ described by Thomas (2006). This involves (a) preparing the raw data, (b) close reading of the text to become familiar with general themes, (c) the creation of themes, (d) making allowance for overlapping coding and uncoded text and (e) revision and refinement of the theme groupings. Steps (a) and (b) were conducted during the transcription process using standard word-processing software. The transcripts were then cut into individual sentences (utterances) and imported into a spreadsheet editor for categorization. This process allowed the industry discussion to be grouped initially into themes which were then grouped into broad categories.
Initially, each fragment of speech (hereafter ‘utterance’) was compared with the CT skills of Facione (1990) (i.e. analyse, evaluate, interpret, conclude, explain, self-regulate) and the intellectual criteria of Paul and Elder (2008) (i.e. accuracy, precision, relevance, significance, breadth, depth, clarity, logic, fairness). Utterances were sorted under each of these CT skills or intellectual criteria when the content of the statement was related to the definitions provided by the indicated literature. When sorting each utterance, it was important that the action being described could be directly attributed to the action or behaviour that a graduate employee would exhibit in the workplace. This excluded general commentary or, in some cases, the actions that a more experienced staff member would be expected to exhibit.
Theme validation and groupings
A secondary analysis and thematic identification process then occurred. Two education-focused researchers were each randomly assigned 25% of the industry utterances and asked to identify additional emergent themes. Finally, all utterances were classified under the full list of emergent themes, where possible. A further consideration of unclassified utterances was undertaken to determine whether any further themes needed to be created. All the final themes were grouped into the following broad categories: actions, traits, good business sense, problem-solving approach and employability outcomes. The full set of themes indicates the broad category, a brief description of the theme and an illustrative example from the transcripts (Table 1). Themes were analysed quantitatively both at the question level and looking at overall transcripts. As some interviews involved multiple respondents from the same company, the quantitative analyses were conducted on a per company basis. For each question, the percentage of respondents that discussed each theme at least once was calculated. In some instances no respondents from a company discussed certain themes, in which case the total number of companies that discussed that theme was appropriately reduced. As discussed below, the top five most expressed themes were then selected for further consideration.
Industry interview: emergent themes, descriptions and explicatory examples.
Note: CT: critical thinking; GPA: grade-point average.
With a final set of themes determined, two industry representatives were interviewed again to determine whether our interpretation of the selected themes was a fair representation of some of the utterances made. These two interviewees reviewed their own utterances that were classified into the top five themes, as well as a random 10% of similarly classified utterances from other respondents. This validation exercise yielded no changes to the themes or classification.
When to teach CT and methods to assess CT during recruitment
The second research aim was to assess perceptions of when it was appropriate to teach CT to students. This analysis involved a quantitative examination of the proportions of companies that wanted CT to be taught at university, in the workplace or both. The third research aim was to investigate instances when companies discussed the assessment of CT skills during the hiring process. Due to the small number of respondents, the analysis of both these aims is limited; however, exploratory and explicatory examples are provided.
Results and discussion
CT in these workplaces
Our first concern was to clarify the types of jobs that graduates from our pharmaceutical sciences course were doing and the general nature of the CT skills they were expected to employ. We were aware of previous graduates who had been employed in roles that were not the primary focus of the course; for example, sales and marketing, tertiary level laboratory demonstrating and finance. For the purpose of this research, we wanted to focus on those jobs that were directly related to the course material. In practice, this means laboratory-based jobs in a research, analytical or quality assurance role. In addition to these typical roles, we included input from a company that conducts clinical trials as this activity also forms a component of our course.
The responses regarding the type of job were categorized as follows: QC/QA (n = 15); formulation/product development (n = 11); administrative/technology transfer (n = 2); no response (n = 2), where the counts indicate the number of companies that mentioned these work areas as typical for a recent graduate of our course. Only three companies did not mention either QA/QC or formulation/product development as typical graduate jobs (two of these gave no response and the third, whose work is mainly administrative, conducts clinical trials).
Defining and understanding CT
For ease of use, a subset of the top themes was selected for further consideration. To this end, the researchers selected the top five themes as listed in Table 2. In making this selection, only those themes that were discussed by at least two-thirds of the companies (n ≥ 15) were considered. They were also selected because, in the researchers’ opinion, they represented a manageable number of distinct areas that higher education teachers and designers could use in curriculum development. Table 2 shows the percentages of companies that were recorded as having at least one utterance in the listed themes.
Identified top themes, definition and percentage response to interview questions about defining and understanding CT in the company context.
Note: CT: critical thinking.
Although respondents identified these emergent themes as being representative of CT, to ensure that they were in fact representative they had to be compared with accepted definitions of CT. Three such definitions are Halpern’s (1998: 450) description of CT as a ‘purposeful, reasoned, goal-directed’ act, Ennis’s (1993: 180) understanding of it as ‘reasonable and reflective thinking’ and Facione’s (1990: 2) conception of it as ‘purposeful, self-regulatory judgment’. Table 3 indicates how the identified themes relate to these definitions.
Comparing top themes with published understandings of the nature of CT.
Note: CT: critical thinking.
These themes obviously do not cover the gamut of CT as defined in the above three studies. However, for the purposes of this research, we only required that each theme that was compatible with the above definitions, and could then be regarded as illustrative of CT. One standout exception that is not captured by our industry-aligned CT concepts is the notion of self-reflection or self-regulation, which appears in various guises in all three of the studies we used for comparison. While the idea of self-reflection was not raised in the industry interviews, it may be worthwhile later to consider how it might be incorporated into our five industry-aligned CT themes/concepts.
More interestingly, the pre-existing concepts posited by Facione (CT actions) and Paul and Elder (CT criteria) were not addressed as extensively as these emergent themes. Specifically, when queried about the nature of CT (interview questions 3.1 and 3.2 – ‘Are these [CT] skills important in your company?’ and ‘Can you explain what exactly you mean when you say [CT]?’), the most discussed pre-existing CT concept was conclude (40.9%, n = 9) (present in Facione, 1990). The highest CT criteria were breadth and depth (both 36.4%, n = 8) (present in Paul and Elder, 2008). The majority of companies discussed systematicity (81.8%, n = 18) and business sense (63.6%, n = 14). These suggest a focus on CT as a means of solving specific, business-related problems. Pertinently, they appear to recognize problem-solving as within the context of the business setting, rather than related to loftier goals such as benefitting the wider society, as per Facione’s (1990: 2) definition of CT as those ‘CT skills […] which are the basis of a rational and democratic society’. This would appear to be a more holistic approach to CT than that espoused in the CT literature.
A similar study has been undertaken in the field of chemistry (Danczak et al., 2017). In the initial part of this research, employers were contacted online to answer the question, ‘What does the term “critical thinking” mean to you?’ The authors found that problem-solving and identification of opportunities/problems were the top two categories in employers’ responses (over 44% and 35%, respectively). Danczak et al. (2017: 425) describe problem-solving broadly as dealing with a ‘problem and/or something that needs to be resolved’. This orientation of CT towards problem-solving is also evident in our research, where many of the top themes when defining CT related specifically to the solving of a problem or issue (systematicity, multiple solutions and considering implications, for example). Similarly, the identification of opportunities/problems as identified by Danczak et al. may be reflected in categories that emerged in our research (consider implications and identify). There is commonality in the findings of Danczak et al. and this research in that problem-solving and CT in industry appear to be focused more on the product of the problem-solving and less on the procedures or conceptualizations of CT as posed by Facione, Ennis and others. In these industries, then, CT is understood primarily as a problem-solving tool. Responding companies from a range of industries identified CT as a systematic process, solving problems in the business context, identifying problems and the required information, providing multiple potential solutions and being aware of the consequences and implications of those solutions. These responses are interestingly comparable to those found by Papadopoulos (2010) when looking at business graduates in the same geographical area as that in which our study was conducted. Papadopoulos found that, while technical skills were important, it was incumbent on students to ‘take a more holistic approach to education, in which co-curricular and personal life experiences are as important as coursework’.
When to teach CT and implications for curricula
Responses were qualitatively analysed to determine whether industry representatives felt that CT should be developed at university or on-the-job and how this might influence the perceived employability of graduates. From the responses, 95.5% (n = 21) of companies indicated that CT should be developed at university, with a smaller proportion discussing development of CT in the workplace (77.3%, n = 17) – most of these companies discussed the development of CT both at university and in the workplace. A much smaller number discussed the teaching of CT exclusively either at university (22.7%, n = 5) or in the workplace (4.5%, n = 1). Explicatory responses are given below.
In considering CT during the hiring process, most respondents discussed generally how they used behavioural-style questions (81.0%, n = 17) that might or might not elicit a response relating to CT. Many (61.9%, n = 13) were also quick to indicate that work experience, or other prior experience, was highly regarded during the hiring process. However, these responses were not directly addressing or discussing CT skills.
The general consensus among respondents was that CT should first be taught at university and then refined in the workplace. The following response exemplified this position: It would be good to have some basic critical thinking abilities before you enter the workplace but I do find that the experience [sic] that you get in the workplace do add on to critical thinking.
Several respondents discussed how CT might best be taught, with some opining that it should be taught within a pre-existing unit of study: I wouldn’t teach it separately, it would be too fake, it wouldn’t be real enough […] Don’t teach it specifically, just teach it within the curriculum. I think you can still be clear with the outcome [of a laboratory practical] and what resources you can put towards it but you can tell them less about how they should go about it and let them develop that.
Effects on employability
Following this line of reasoning it is not surprising that some companies also considered the effect of poor CT ability on graduate employability: If you don’t have the critical thinking part, at least the basics of it introduced at university, you might be at the risk of not getting a job. Maybe then I don’t select them if they don’t have a particularly strong critical thinking/problem-solving approach.
While much of the discussion on the assessment of skills during the recruitment process was not specific to CT, some observations emerged on assessing a student’s CT ability through behavioural-style questions. For example: Either we ask for case studies where they used different thinking or some life experience where they had to come across some solution that was not mentioned in books. ‘Give me an example of a project that you had control over’. And then we talk through bits like ‘What happened when it went wrong?’ Again we appreciate that they may not have all the…some of the questions around experience and they may not have the work experience yet. From a personal perspective when I have interviewed people…it is tricky because sometimes students don’t have the experience about ‘Have you had any experience where you had a problem and what have you done to solve it?’ Sometimes it could be in a retail environment. Some will think up good examples, and again this can be coming from their other activities. If students come into an interview and talk about these things, they will make everyone’s ears prick up and think ‘That’s exactly what we need’. Because our pain lays in this space.
Conclusion
This research suggests that those industries hiring our graduates understand CT to be a more goal-oriented and contextually-dependent skill, rather more holistic than current CT understandings. However, alignment of our emergent CT categories with the CT definitions espoused by proponents of the concept of generalizable CT does lend credence to the notion of generalizable industry-aligned CT skills. Furthermore, the emergent categories do not appear to be contextually limited to those companies or industries interviewed in this study. Alternatively, it may be that they interpret CT in a more unidimensional manner than do Facione (1990) and Paul and Elder (2008); that is, systematic problem-solving rather than analysis, depth, breadth, logic and so on. This disparity may indicate a need for greater, and/or more explicit, development of industry-aligned CT skills in students. In the light of our respondents’ perspectives on teaching CT and on the advantages of CT in the hiring process, a focus on the awareness and use of these skills may have a positive impact on graduate employability.
Study limitations and future research
This study represents an initial investigation into how CT is conceptualized by industries that employ graduates in the pharmaceutical sciences. We recognize the need for further study to address limitations in this research. Future directions may be grouped as (i) wider sampling, (ii) determining the implications for teaching CT at university level but at different stages in a degree programme and (iii) specific modes of assessing CT skills in the hiring process and the extent to which CT is implicit in other workplace performance indicators.
A larger sample of respondents from a more geographically diverse background would allow for a closer statistical analysis of emergent themes. This would enable the identification of differences in conceptualization based on location, company size and sub-industry type (e.g. fast-moving consumer goods compared to pharmaceuticals). Additionally, a wider sample would allow for analysis of those graduate jobs that are not the main focus of the course (such as sales and marketing). To provide a richer data set, case studies from employers could be sourced that illustrate how the identified categories are being used on a day-to-day basis by graduates.
Of interest to university educators, further research should consider the number and type of respondents who felt that CT should be taught as a separate subject at university, only taught in final-year studies or taught in an industry context using real-world examples.
In understanding how CT is assessed in the hiring process, further analysis could investigate (i) which of the industry-aligned CT concepts are most obviously being assessed using behavioural-style questions, and whether greater importance is attributed to any particular industry-aligned concept; and (ii) if industry-aligned CT concepts are being assessed during the hiring process, whether they are the same concepts highlighted in the understanding of CT in day-to-day activities. We believe that these further analyses will not detract from the findings presented in this article.
Footnotes
Acknowledgements
The authors would like to acknowledge the input and feedback received from two anonymous reviewers.
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) received no financial support for the research, authorship and/or publication of this article.
