Interdisciplinarity in design education: understanding the undergraduate student experience

Interdisciplinarity is becoming a critical issue of concern for design schools across East Asia in their attempts to provide industry graduates with the skills and competences to make creative contributions in a global economy. As a result, East Asian higher education institutions are aggressively endeavouring to provide interdisciplinary undergraduate curriculum that combine traditional designerly skills with engineering knowledge and methods. The current study takes an interdisciplinary undergraduate course as case-study to examine how the pedagogic strategy of team teaching influences student learning experience. Two surveys of student learning were conducted for this research purpose. The first provided an indication of the holistic student learning experience, while the second explored the conditions of team and non-team teaching as influence upon learning experiences specifically. Results showed how students taught by a single instructor provided a more positive overall opinion of course quality and experienced significantly more encouragement to participate compared to team taught respondents. However, findings also indicated how team teaching significantly increased the students’ experience of a balanced contribution from different disciplinary perspectives and how the team teaching approach was significantly more effective in providing students with greater opportunities to understand the relevance of the different disciplines to the course subject. We conclude with a discussion of results in terms of the effective use of team teaching at undergraduate level as strategy for interdisciplinary learning experiences.     

Using creative problem solving to promote students’ performance of concept mapping

The purpose of the study was to explore that using creative problem solving can promote students’ performance of concept mapping (CMPING). Students were encouraged to use creative problem solving (CPS) in constructing nanometer knowledge structure, and then to promote the performance of CMPING. The knowledge structure was visualized through CMPING which helps students to improve their performance. The participants were 42 college juniors who selected the course “Nano-environmental Engineering Technology”. Four instruments were used to classify student learning performance (meaningful learning, rote learning and non-learning). This study included three main issues: (1) Student learning quality was determined by the change in concept map construction. (2) In-depth interviews were applied to understand student’s CPS process. (3) Student interaction quality in a discussion board on a web-platform was evaluated. The results showed that meaningful high-level learners successfully applied CPS in constructing concept maps and they presented better performance of CMPING. Rote learners’ results were in the second place, and non-learners achieved the worse outcomes. It is suggested that a future teaching study can use creative problem solving to promote students’ performance of CMPING in other courses.     

Using an analogical thinking model as an instructional tool to improve student cognitive ability in architecture design learning process

Lack of creativity is a problem often plaguing students from design-related departments. Therefore, this study is intended to incorporate analogical thinking in the education of architecture design to enhance students’ learning and their future career performance. First, this study explores the three aspects of architecture design curricula, interaction and students’ cognitive development. Then the study discusses learning based on analogical thinking into two parts: analogical learning and analogical reasoning. The samples in this study were the freshmen of the Department of Architecture, China University of Technology. The model was used in a five-week unit of the course of Architecture Design, a required course for all the freshmen. Questionnaires were given to the students before and after the unit to evaluate the influences of the model in the dimensions of Teaching, Teacher-student Interactions, Student–student Interactions, Cognitive Development, and Overall Learning Performance. The questionnaire results were collected and statistically analyzed. The analysis results indicated that, the students scored significantly higher in each of the dimension after the unit than before the unit. These findings suggested that the use of an analogical thinking model can be helpful in the teaching of architecture design. Hopefully, the findings of this study can provide helpful references for not only teaching of architecture design but also future related research.     

Teaching the nature of technology: determining and supporting student learning of the philosophy of technology

This paper reports on findings related to the Nature of Technology from Stage Two of the Technological Knowledge and Nature of Technology: Implications for teaching and learning (TKNoT: Imps) research project undertaken in 2009. A key focus in Stage Two was the trialing of different teaching strategies to determine how learning related to the components Characteristics of Technology (CoT) and Characteristics of Technological Outcomes (COTO) could be supported. These components fall within the Nature of Technology (NoT) strand of technology in the New Zealand Curriculum (NZC) (Ministry of Education, 2007) and as such, reflect a philosophical understanding of technology as a discipline. During this stage of the research further exploration was undertaken to determine how student understanding of these two components of technology education progressed from level 1 to level 8 of the NZC (Ministry of Education, 2007). Common misconceptions and partial understandings related to these components are identified and explained and four case studies are presented to illustrate strategies employed by teachers and their impact on student learning related to these two components. The Stage Two outcomes resulted in the revision of the Indicators of Progression for CoT and CoTO in order to clarify the progression expected of students in each component and provide increased teacher guidance to support such progression.     

Are their designs iterative or fixated? Investigating design patterns from student digital footprints in computer-aided design software

This paper investigates iteration and fixation in design by mining digital footprints left by designers. High school students used computer-aided design software to create buildings in an urban area, with the goal of applying passive solar design techniques to ensure optimal solar gains of the buildings throughout a year. Students were required to complete three different designs. Fine-grained data including design actions, intermediate artifacts, and reflection notes were logged. Computational analytics programs were developed to mine the logs through three indicators: (a) frequency of the action of using energy analysis tools; (b) solar performance of the final designs; and (c) difference in solar performance between the prototype and final designs. Triangulating results from the indicators suggests three types of iteration—efficacious, inadequate and ineffective. Over half of the participants were detected as being efficacious iterative during the first design and becoming more and more fixated toward the end of the project, which resonates with previous findings on fixation effect among college students and professional designers. Overall the results demonstrate the power of applying computational analytics to investigate complex design processes. Findings from this work shed light on how to quantitatively assess and research student performance and processes during design projects.     

Learning program for enhancing visual literacy for non-design students using a CMS to share outcomes

This study proposes a basic learning program for enhancing visual literacy using an original Web content management system (Web CMS) to share students’ outcomes in class as a blog post. It seeks to reinforce students’ understanding and awareness of the design of visual content. The learning program described in this research focuses on to address how to create meanings of visual content that is important to express information visually, and includes three exercises based on perception, visual variables, and signification. The Web CMS to publish student works and share in class helps enhance students’ reflection. We also developed a rubric as an assessment device for students’ outcomes. The content of the learning program and its implementation are described with the support of observational data.     

Teaching Technological Knowledge: determining and supporting student learning of technological concepts

This paper reports on findings related to Technological Knowledge from Stage Two of the Technological Knowledge and Nature of Technology: Implications for teaching and learning (TKNoT: Imps) research project undertaken in 2009. A key focus in Stage Two was the trialing of different teaching strategies to determine how learning related to the components Technological Modelling (TM), Technological Products (TP) and Technological Systems (TS) could be supported. These components fall within the Technological Knowledge (TK) strand of technology in the New Zealand Curriculum (NZC) (Ministry of Education, 2007) and as such, reflect the key generic concepts or ‘big ideas’ of technology. During this stage of the research further exploration was also undertaken to determine how student understanding of these three components of technology education progressed from level 1 to 8 of the NZC (Ministry of Education, 2007). This resulted in a significant review of the Indicators of Progression for TM, TP and TS, providing clarification of the nature of the progression expected of students in each component as well as increased teacher guidance to support such progression. Common misconceptions, partial understandings and alternative concepts related to these components were confirmed and explained and five case studies were developed to illustrate strategies employed by teachers and their impact on student learning related to these three components.     

Fostering B2B sales with customer big data analytics

This study focuses on the use of big data analytics in managing B2B customer relationships and examines the effects of big data analytics on customer relationship performance and sales growth using a multi-industry dataset from 417 B2B firms. The study also examines whether analytics culture within a firm moderates these effects. The study finds that the use of customer big data significantly fosters sales growth (i.e. monetary performance outcomes) and enhances the customer relationship performance (non-monetary performance outcomes). However, the latter effect is stronger for firms which have an analytics culture which supports marketing analytics, whereas the former effect remains unchanged regardless of the analytics culture. The study empirically confirms that customer big data analytics improves customer relationship performance and sales growth in B2B firms.     

A scientific writing pedagogy and mixed methods assessment for engineering education using open-coding and multi-dimensional scaling

Assessments of new pedagogical practices usually rely on instructor oriented surveys and questionnaires to measure student perceptions of teaching methods; however, fixed response categories in structured questionnaires might bias results. This paper demonstrates a mixed methods approach using open and multi-dimensional scaling (MDS) for a student-oriented exploratory analysis and visualization of perceptions of teaching methods. A scientific writing and research methodology course is a required course for first year PhD students in software engineering and geo-infomatics at Wuhan University, China. PhD students attending this course came from countries whose first language is not English, and from a variety of software engineering and geo-infomatics domains. The problem therefore, was to elicit un-mediated perceptions of course assignment, reduce and generalize the resulting data for interpretation. A graphical visualization of themes emerging in student responses to two open-ended questions about an assignment provided a basis for inferring student interests and needs. In this course, an assessment of a task oriented problem-solving experience was implemented through a mixed method strategy incorporating qualitative methods, exploratory data mining techniques, and cartographic visualization. The visualization shows that participating students generally perceived the exercise as challenging, helped them understand journal requirements, and develop ways to survey texts to extract information. The results also suggested that this consensus breaks down in terms of each participant’s own goals, domain, and research interests. Unstructured questions, open coding, and MDS visualization might also prove to be helpful in the process of devising and assessing other student centered pedagogies.     

Factors influencing student success on open-ended design problems

Open-ended design problems have become an important component in our educational landscape (Grubbs and Strimel in J STEM Teach Educ 50(1):77–90, 2015; Jonassen et al. in J Eng Educ 95:139–151, 2006; National Research Council in Education for life and work: developing transferable knowledge and skills in the 21st Century, National Academies Press, Washington, 2012; Strimel in Technol Eng Teach 73(7):8–18, 2014a). The ability of students to confront open-ended problem scenarios, think creatively, and produce novel designs have all been lauded as necessary skills for today’s twenty first century learners (Partnership for 21st Century Skills in P21 framework definitions, Author, Washington, 2016). This emphasis on open-ended design problems in problem-based learning scenarios has been tied to workforce and higher education preparation for students (National Academy of Engineering and National Research Council in STEM integration in K–12 education: status, prospects, and an agenda for research, National Academies Press, Washington, 2014; National Research Council in Engineering in K–12 education: understanding the status and improving the prospects, National Academies Press, Washington, 2009; Strimel in Technol Eng Teach 73(5):16–24, 2014b). However, little research has been conducted to identify the impact of potentially-influential factors on student success in such open-ended design scenarios. Therefore, the researchers examined data from 706 middle school students, working in small groups, as they completed an open-ended design challenge to determine the relationships between a variety of potentially-influential factors and student performance, as measured through adaptive comparative judgment. The analysis of the data revealed several relationships, significant and not significant, between identified variables and student success on open-ended design challenges.     

Embedded creativity: teaching design thinking via distance education

This paper shows how the design thinking skills of students learning at a distance can be consciously developed, and deliberately applied outside of the creative industries in what are termed ‘embedded’ contexts. The distance learning model of education pioneered by The Open University is briefly described before the technological innovations—which feature a fully integrated web 2.0 learning environment and design studio—and concepts behind a new course in Design Thinking are explained in detail. In teaching the more generic skills of design and developing experiential knowledge in students, the paper also explores the changing role of designers in becoming less problem-focussed and more socially engaged through the construction of design process. The paper ends by presenting the results of an extensive student and tutor survey as part of an ongoing longitudinal study which indicate that this new approach to teaching design has been successful.     

Interactive effects of environmental experience and innovative cognitive style on student creativity in product design

Environmental experience can enhance the ideas of design students. Thus, this type of experience may interfere with the influence of design students’ cognitive style on creativity. The aim of this study was to examine the influence of environmental experience on the relationship between innovative cognitive style and industrial design students’ creative outcomes. The environmental experience was measured according to the total scores of the five components of sense, feel, think, act, and relate on the basis of Schmitt’s strategic experience modules. The cognitive styles were measured using Kirton’s adaption–innovation inventory, and creative works were assessed through the consensus assessment technique, which was employed by three experts. Through a field experiment and survey investigation, the analysis indicated that innovative cognitive style significantly and positively influenced creativity, but this only occurred when student was accompanied with a low degree of environmental experience (i.e., a student had a low score for environmental experience); as the student attained a high degree of environmental experience, the influence of innovative cognitive style on creativity became weakened. The experiential media suggested that the natural elements, cultural history, group travel, and narrator effectively diversified the experiences of the students and enhanced creative thinking. This paper suggests providing increased stimulation of environmental experience prior to instructing design students to engage in creative activity. Environmental experience can benefit students by enhancing their creativity.     

“This angle that we talked about”: learning how to weld in interaction

The specific focus of this article is how critical aspects of the object of learning to weld are made relevant in interaction between a vocational teacher and a student in the learning processes of welding as part of a Swedish upper-secondary technical vocational education programme. By intertwining variation theory with a conversation analytical approach, our analysis shows that the teaching focus alternates between the process as a whole and details about the welding process, and how the relation between the critical aspects are negotiated in the teaching situations. Furthermore, the teacher and the student together build up a common resource of experiences to which they can relate the parts and the whole, and the teaching becomes increasingly subject specific as the teacher and student build up more common experiences. The approach used in this article sheds light on the complexity of learning to weld, and also facilitates an understanding of welding as an object of learning as such.     

Recent Research in Learning Technological Concepts and Processes

This paper examines recent research in student learning of technological concepts and processes. To explore this area three inter-related aspects are considered; existing concepts of technology, technological knowledge and processes. Different views of technology and technology education are reflected in both research outcomes and curriculum documents. Teacher and student perceptions of technology impact on the way in which technology is undertaken in the classroom. Teacher's perceptions of technology influence what they perceive as being important in learning of technology. student's perceptions of technology and technology education influence what knowledge and skills they operationalise in a technological task and hence affect student technological capability. Technological concepts and processes are often defined in different ways by particular groups. Subject subcultures are strongly held by both teachers and students. The influence of subject subcultures and communities of practice will be discussed in terms of defining and operationalising technological concepts and processes. Technological concepts are not consistently defined in the literature. For students to undertake technological activities, knowledge and processes cannot be divorced. Recent research highlights the problems when processes are emphasised over knowledge. This paper will examine different technological concepts in an attempt to create a critical balance between knowledge and process. Much of the literature in technology education has rightly emphasised definitions, curriculum issues, implementation and teacher training. This paper argues that it is now time to place a great emphasis on in-depth research on student understanding of technological concepts and processes and ways in which these can be enhanced.     

Concept learning by direct current design challenges in secondary education

This paper presents a mixed methods study in which 77 students and 3 teachers took part, that investigated the practice of Learning by Design (LBD). The study is part of a series of studies, funded by the Netherlands Organisation for Scientific Research, that aims to improve student learning, teaching skills and teacher training. LBD uses the context of design challenges to learn, among other things, science. Previous research showed that this approach to subject integration is quite successful but provides little profit regarding scientific concept learning. Perhaps, when the process of concept learning is better understood, LBD is a suitable method for integration. Through pre- and post-exams we measured, like others, a medium gain in the mastery of scientific concepts. Qualitative data revealed important focus-related issues that impede concept learning. As a result, mainly implicit learning of loose facts and incomplete concepts occurs. More transparency of the learning situation and a stronger focus on underlying concepts should make concept learning more explicit and coherent.     

Implementing an exemplar-based approach in an interaction design subject: enhancing students’ awareness of the need to be creative

In higher education effective teaching includes making learning goals and standards clear to students. In architecture and design education in particular, goals and standards around assessment are often not well articulated. There is good evidence that when teachers engage students before an assessment in marking exemplars, and explain why the exemplars received the grades they did, students’ performance in their written assessment is consequently enhanced. However some teachers are concerned that exemplars may discourage students from being creative; this concern is particularly important in design education. In this small-scale mixed methods study we explore interaction design students’ perceptions of the effect of an exemplar-based teaching approach on their work in a design task. Our quantitative and qualitative results show that students developed their understanding of task criteria and standards; far from discouraging their creativity, most students perceived that their experience of the approach enhanced their awareness of the need to produce an original design. The exemplar-based approach used in this study complements the studio-based teaching approach in design education, and helps to make clear the design goals and standards that teachers expect their students to strive for.     

Enhanced and conventional project-based learning in an engineering design module

Engineering education focuses chiefly on students’ ability to solve problems. While most engineering students are proficient in solving paper questions, they may not be proficient at providing optimal solutions to pragmatic project-based problems that require systematic learning strategy, innovation, problem-solving, and execution. The present study aims to determine whether an enhanced Project-based learning (PBL) with appropriate innovative interventions leads to increased students’ ability to achieve better learning and project outcomes. The interventions refer to incorporating added learning and facilitating methods, namely, (1) use of mind-maps; (2) employment of analogies; and (3) use of round-table discussions. The study was conducted with a total number of 60 first-time PBL students equally divided into two classes with one serving as an experimental class and another as a control class. In addition, one class of students had a lower academic standing compared to the other (control). The rubric for the project-based module included a written knowledge test and a scenario-based oral examination to test knowledge and problem-solving skills, a artefact demonstration to evaluate artefact’s performance. A major finding of this study was that there were significant differences in knowledge scores, problem-solving ability and artefact performance between students undergoing conventional and enhanced PBL methods. It could also be inferred from this study that students who had undergone enhanced PBL method designed better systems and had better performing artefacts than those who were subjected to the conventional PBL approach. Finally, it was concluded that incorporating enhanced learning and facilitating methods to group-centric, project-based driven education provided a more fertile environment to promote better learning experience and improved problem-solving ability which could eventually lead to developing innovative and pragmatic solutions to real-world engineering problems.     

Visible parts,invisible whole: Swedish technology student teachers’ conceptions about technological systems

Technological systems are included as a component of national technology curricula and standards for primary and secondary education as well as corresponding teacher education around the world. Little is known, however, of how pupils, students, and teachers conceive of technological systems. In this article we report on a study investigating Swedish technology student teachers’ conceptions of technological systems. The following research question is posed: How do Swedish technology student teachers conceive of technological systems? Data was collected through in-depth qualitative surveys with 26 Swedish technology student teachers. The data was analysed using a hermeneutic method, aided by a theoretical synthesis of established system theories (system significants). The main results of the study are that the technology student teachers expressed diverse conceptions of technological systems, but that on average almost half of them provided answers that were considered as undefined. The parts of the systems that the students understood were mostly the visible parts, either components, devices, or products such as buttons, power lines, hydroelectric plants, or the interface with the software inside a mobile phone. However, the ‘invisible’ or abstract aspects of the technological systems, such as flows of information, energy or matter, or control operations were difficult to understand for the majority of the students. The flow of information was particularly challenging in this regard. The students could identify the input and often the output of the systems, that is, what systems or components do, but the processes that take place within the systems were elusive. Comparing between technological systems also proved difficult for many students. The role of humans was considered important but it was mostly humans as users not as actors on a more systemic level, for example, as system owners, innovators, or politicians. This study confirms previous research in that the students had a basic understanding of structure, input and output of a technological system. Thus, the adult students in this study did not seem to have better understanding of technological systems than school pupils and teachers in previous studies, although this is in line with previous investigations on the general system thinking capabilities of children and adults. The most important implication of this study is that students need to be trained in systems thinking, particularly regarding how components work and connect to each other, flows (especially of information), system dependency, and the human role in technological systems.     

Growth hacking: Insights on data-driven decision-making from three firms

Theoretical backgroundThe work explores how Big Data analysis can reshape marketing decision-making in B2B sector. Deriving from Data-Driven Decision-Making (DDDM) approach, the Growth Hacking model is employed to investigate the role of cognitive computing and big data analytics in redefining business processes.PurposeThe main objectives of the study are: 1) to assess how a data-driven orientation to the use of big data analytics and cognitive computing can reframe marketing decisions in B2B segment; 2) to explore whether the adoption Growth Hacking can be helpful in exploiting the opportunities offered by big data analytics and cognitive computing in B2B marketing.MethodologyThe paper is based on Action Research (AR) methodology that permits researchers to participate actively in the observation of businesses and to examine how decisions are undertaken and managed over time.ResultsThe main findings allow identifying the most common strategies and tactics employed in three companies operating in different B2B sectors to exploit the opportunities offered by cognitive computing and big data analytics according to a data-driven marketing approach. Based on the application of the Growth Hacking model, the tools of analytics and the main objectives, outcomes and implications on marketing decision-making are revealed.OriginalityThe identification of the main objectives and outcomes produced across the three dimensions of the Growth Hacking model (data analysis, marketing and programming) can help academics and practitioners to understand the main levers to attain marketing goals, such as the enhancement of relationship with customers (CRM), continuous learning and development of new products and potential innovation.