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Please indicate the extent to which you agree with the following statements. 請使用以下提供的量表表示你對各項陳述的同意程度。 请使用以下提供的量表表示你对各项陈述的同意程度。

Open-ended Questions 開放性問題 开放性问题

In your DISCIPLINE and ROLE, other than the items covered in this survey, what additional elements of "AI Literacy" do you think are important? Please explain. (*: compulsory): 在您的和角色中,除了本次調查涵蓋的項目之外,您認為「人工智慧素養」的哪些其他要素很重要? 請解釋。(*: 必需填寫): 在您的职业和角色中,除了本次调查涵盖的项目之外,您认为「人工智慧素养」的哪些其他要素很重要?请解释。 (*: 必需填写):

* Q.1. AI literacy refers to understanding AI concepts and technologies, and being able to use them effectively. Other than the items covered in this survey, what additional elements of AI literacy do you think are important? Please explain. * Q.1. 除了本次問卷提及的內容,根據您的職業來看,您認為人工智能素養 還需要包含哪些要素?請列舉並說明理由。 * Q.1. 除了本次问卷提及的内容,根据您的职业来看,您认为「人工智能素养 还需要包含哪些要素?请列举并说明理由。 (人工智能素养 指的是理解人工智能的概念和技术,并能够有效地使用它们。)

Please enter your answer 請輸入你的答案 请输入你的答案

* Q.2. How important is each of the following five components of AI literacy? * Q.2. 以下五個人工智能素養組成部份的重要程度如何? * Q.2. 以下五个人工智能素养组成部份的重要程度如何?

(1) AI concepts (1) 人工智能的概念 (1) 人工智能的概念
Please rank and explain.
(2) AI applications (2) 人工智能的應用 (2) 人工智能的应用
Please rank and explain.
(3) AI Affectiveness to Human Emotions (3) 人工智慧對人類情感的影響 (3) 人工智能对人类情感的影响
(This component emphasises your understanding of how AI can recognise, interpret, and respond to human emotions.)
(這部分強調您對人工智慧如何識別、解釋和回應人類情感的理解。)
(这个部分强调您对人工智能如何识别、解释和响应人类情感的理解。)
Please rank and explain.
(4) AI safety and security (4) 人工智能的安全與保障 (4) 人工智能的安全与保障
Please rank and explain.
(5) Responsible AI usage (5) 人工智能的規範使用 (5) 人工智能的规范使用
Please rank and explain.

Q.3. Additional comments Q.3. 其他意見 Q.3. 其他意见

Your Profile 你的個人資料 你的个人资料

  Gender 性別 性别 *
Please enter your gender 請輸入您的性別 请输入您的性别

  Occupation 職業 职业 *
Please select whether you are a faculty member or a student 請選擇您是學生還是在職人士 请选择您是学生员还是在职人士

  University 大學 大学 *
Please enter the name of the university 請輸入大學名稱 请输入大学名称

  Faculty 學系 学系 *
Please input Faculty 請輸入學系 请输入学系

  Country 國家 国家 *
Please input country 請輸入國家 请输入国家

  Age 年齡 年龄 *
Please choose your age 請選擇您的年齡 请选择您的年龄

Rank Name Points
1 Leader Name 1234
Developing Holistic Competencies

Unlike academic knowledge, holistic competencies must be developed through experience. For example, leadership skills cannot be learnt by reading a book; the learner must have the opportunities to observe and experience what leadership is. Hence, while the word ‘learn’ can be used to describe academic knowledge acquisition, the word ‘develop’ is preferable for describing holistic competency education.

Differences Between Holistic Competency Development and Academic Knowledge Learning

In academic knowledge acquisition, Biggs et al.’s 3P model (1987) is often cited and referred. The 3P model identifies factors that influence whether a student will take a deep or a surface approach to learning. The 3P model has three set of variables – Presage, Process and Product.

In the Presage stage, components focus on the environment including the characteristics of the students (e.g. demographic, prior knowledge and experience, and motivation) and the learning and teaching context from the teachers (e.g. assessment, workload and teaching methods).

In the Process stage of the 3P model, components that affect students’ strategies students to actually learn the academic knowledge within the learning environment are presented. Student approaches to learning (whether surface or deep) are typically set at this stage as it depends on the quality of teaching, clarity of goals.

The final Product stage includes the outcomes students are expected to learn achieve as a result of their learning process.

However, the 3P model described above does not apply to holistic competency development because a student adopting a deep approach to learning by seeking to understand the meaning of a holistic competency such as leadership skills, does not mean that he/she will be able to develop leadership skills. In other words, the words ‘deep’ and ‘surface’ with respect to learning academic knowledge are unsuitable in the context of holistic competency development. Instead, a new term “Approach to Develop” was coined by Chan in her Holistic Competency Development Framework (HCDF) which conceptualizes student engagement in experiential learning leading to the development of holistic competencies.

Holistic Competency Development Framework (HCDF)

Adapting Bigg’s 3P Student Approach to Learn model (1987), Chan and Yeung (2019) developed the Holistic Competency Development Framework (HCDF) to help us understand how holistic competencies can be developed (see the table). The HCDF consists of five key components that are fundamental to holistic competency development: 1) student characteristics; 2) rationale for learning; 3) students’ actual learning experience and perceptions and interpretations based on that experience; 4) students’ approaches to developing holistic competency; and 5) students’ development of holistic competency as outcomes. Chan and her team found that among 1232 undergraduate students in Hong Kong, there was a general agreement that holistic competencies are better developed through out-of-class, extra-curricular activities and daily experience. Yet, it can be observed from the figure below that majority of these activities are not compulsory, and are often initiated by the students themselves. Thus, as illustrated by the HCDF framework, students’ motivation and rationale is an important prerequisite for student engagement in the different learning experiences which promote holistic competency development. Their motivation and rationale can be meaning-driven, career-driven, course driven, family driven or even pleasure-driven.

Holistic Competencies Development Framework (HCDF) (Chan and Yeung, 2019)

A Classification of the Types of Learning Activities for Holistic Competency Development

Challenges in holistic competency development

By conducting a critical review of the literature, Chan and her team (Chan et al., 2017) identified and examined different challenges in the development of holistic competencies in higher education. As presented in the following figure, the challenges were categorized into eight categories under three main themes:

(1) Lack of Institutional and Curriculum Support

Many universities across the globe still find it difficult to shift their traditional thinking in recognizing holistic competency development as part of the curriculum, which often leads to a lack of support for teachers and students to strengthen this development. The lack of institutional support means teachers are not receiving adequate professional development to map out constructive teaching pedagogies and assessment aligning competency development. This is particularly true for research-intensive universities, where teachers are mostly rewarded for their research outputs instead of teaching quality. There is an imbalanced distribution of resources favoring research over teaching, even though teaching is the bread and butter of a university (Drummond et al., 1998; Jung and Chan, 2017).

Challenges in Holistic Competency Development: A Diagrammatical Representation of Main Themes and Categories (Chan et al., 2017)

(2) Operational Challenges: Conceptualisation, Teaching Pedagogy and Assessment

As mentioned in our introduction on what is holistic competency, there are numerous terms and definitions. Teaching pedagogy and assessment may vary depending on teachers’ understanding and conceptualization of these competencies. Research has revealed teachers’ deficiency in accurately understanding some of these competencies, which lead to difficulty in mapping out constructive teaching pedagogies and assessment aligning competency development. For example, Chan and Lee (2021) found that teachers who are confused between communication skills and presentation skills tend to assess the former based on students’ overall presentation and not on a specific area of the presentation (Chan & Lee, 2021).

Assessment [insert hyperlink to the section on “Assessing Holistic Competency”] is obviously another major issue in holistic competency. Teachers tend not to be familiar with how to measure these competencies. At the same time, there is a lack of formal system and strategies for competency assessment, and competencies are often not “recorded, reported or certified” (Clayton et al., 2003, p.8). Of course, assessing holistic competencies are not just difficult as there is often no baseline, the assessment criteria is subjective Chan &Yeung’s study (2021).  

Also, while experts in their own discipline, teachers often do not have the experience or knowledge to help students develop holistic competencies, especially when it comes to more affective types of competencies such as self-awareness and resilience (Callan, 2003).

(3) Teachers’ and Students’ Perceptions of Holistic Competency Development

To add to the sets of challenges, teachers’ and students’ perceptions can be another major drawback to successfully implementing holistic competency in the curriculum. Some university teachers still find the idea of embedding holistic competency development inside the classroom too ‘progressive’ and do not see it as their responsibility. As noted by Chan et al., (2017), “the longstanding and rigid sentiment in Asia that academic knowledge is the most important outcome of education has also encouraged students to focus on academic achievements at the expense of whole-person development” (p.6). However, we can observe that students’ attitude is slowly shifting, as research in recent years have found that students are aware of the importance of holistic competencies for their future career (Chan & Fong, 2018).

References

Callan, V J (2003) Generic skills: Understanding vocational education and training teacher and student attitudes. Leabrook, Australia: National Centre for Vocational Education Research (NCVER).

Chan, C. K. Y & Lee, K.K.W. (2021) Constructive alignment between generic competencies development and assessment in Hong Kong engineering education. Journal of Engineering Education, 110: 437– 457. https://doi-org.eproxy.lib.hku.hk/10.1002/jee.20392

Chan, C. K. Y., & Fong, E. T. Y. (2018). Disciplinary differences and implications for the development of generic skills: A study of engineering and business students’ perceptions of generic skills. European Journal of Engineering Education, 43(6), 927-949. https://doi.org/10.1080/03043797.2018.1462766

Chan, C. K. Y., Fong, E. T. Y., Luk, L. Y. Y., & Ho, R. (2017). A review of literature on challenges in the development and implementation of generic competencies in higher education curriculum. International Journal of Educational Development, 57, 1-10. https://doi.org/10.1016/j.ijedudev.2017.08.010

Chan, C.K.Y., & Yeung, N.C.J. (2019). Students’ ‘approach to develop’ in holistic competency: an adaption of the 3P model. Educational Psychology, 40(5), 622-642. DOI: 10.1080/01443410.2019.1648767

Chan, C.K.Y., & Yeung, N.C.J. (2021). To assess or not to assess holistic competencies – Student perspectives in Hong Kong. Studies in Educational Evaluation, Vol. 68.  https://doi.org/10.1016/j.stueduc.2021.100984

Clayton, B., Blom, K., Meyers, D., & Bateman, A. (2003). Assessing and certifying generic skills: What is happening in vocational education and training?  National Centre for Vocational Education Research.

Drummond, I., Nixon, I., & Wiltshire, J. (1998). Personal transferable skills in higher education: The problems of implementing good practice. Quality Assurance in Education, 6(1), 19-27. https://doi.org/10.1108/09684889810200359

Jung, J., & Chan, C. K. Y. (2017). Academics’ perception on research versus teaching and their recognition. In G. A. Postiglione & J. Jung (Eds.), The changing academic profession in Hong Kong (pp. 145-160). Springer International Publishing. https://doi.org/10.1007/978-3-319-56791-4_8

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