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Articles 1 - 30 of 166
Full-Text Articles in Education
First-Year Engineering Students’ Motivation To Participate In Virtual International Collaborative Experiential Program (Vicep): An Expectancy-Value-Cost Approach, Cedrick Kwuimy, So Yoon Yoon
First-Year Engineering Students’ Motivation To Participate In Virtual International Collaborative Experiential Program (Vicep): An Expectancy-Value-Cost Approach, Cedrick Kwuimy, So Yoon Yoon
Journal of International Engineering Education
Changes in course delivery mechanisms necessitated by the COVID-19 pandemic created an opportunity to develop a Virtual International Collaborative Experiential Program (VICEP) as an alternative to traditional, travel-based study abroad programs. This paper presents the results of an investigation of engineering students’ motivation, perceived challenges, and preferred geographic areas for the VICEP. A sample of 116 first-year engineering students at the University of Cincinnati responded to survey items regarding their perceptions of motivation to participate in the VICEP, including in terms of expectancy, value, and cost, along with open-ended questions. Both male and female students scored the highest on value …
A Digital Qualitative Ethnographic Study Of Preservice Teachers’ Perspectives And Experiences Of Teaching From To-Be Teachers, Mohamed Abdullahi Ali
A Digital Qualitative Ethnographic Study Of Preservice Teachers’ Perspectives And Experiences Of Teaching From To-Be Teachers, Mohamed Abdullahi Ali
Journal of Research Initiatives
This digital ethnographic study aimed to understand how and why college students decide to be teachers while many trained teachers leave the profession every year in the United States. A purposive sampling technique enabled 30 prospective teachers in a college of education to participate in this study. The research questions that guided the study were: 1) How and why did preservice teachers choose teaching as a career? 2) How did preservice teachers' perception of the drawbacks of teaching and the opportunities to support them in becoming teachers influence their decisions? The conceptual framework to understand the phenomena came from educational …
Las Honduras De Este Déficit Escolar The Pandemic And Its Impact On The Educational And Schooling Experiences Of Front-Line Responders Working At A Private High School In Honduras, Esther María Claros Berlioz
Las Honduras De Este Déficit Escolar The Pandemic And Its Impact On The Educational And Schooling Experiences Of Front-Line Responders Working At A Private High School In Honduras, Esther María Claros Berlioz
Journal of Inquiry and Action in Education
Centered on the testimonios,“a narration marked by the urgency to make public a situation of oppression or injustice and of resistance against that same condition” (Forcinito, 2016, p. 239) of four female frontline workers employed at a private bilingual high school in a city in Honduras, this ethnographic study provides details and themes about how these essential workers grappled with the shutdown and lengthy interruption of their children's face-to-face schooling. Offering insight into the contextual realities of Honduras and the differences and commonalities between private bilingual and private and public schooling institutions, this study relies on testimonio as a critical …
Viajar A Como Au Pair A Eeuu, ¿Una Experiencia Cultural O Mano De Obra Barata?, Maria M. Fernandez
Viajar A Como Au Pair A Eeuu, ¿Una Experiencia Cultural O Mano De Obra Barata?, Maria M. Fernandez
Capstones
Por medio del programa Au Pair en EEUU, un programa avalado por el Departamento de Estado, miles jóvenes entre 18 y 26 años, en su mayoría latinoamericanas, ingresan al país para convivir de uno a dos años con familias anfitrionas autorizadas por medio de agencias. Estas familias le dan a sus Au Pairs estadía, alimentación y una compensación monetaria semanal por cuidar a los niños de la familia.
A pesar de que la ley enfatiza que el propósito principal del programa Au Pair es brindar un intercambio cultural y educativo entre los participantes, son múltiples las críticas que, por décadas, …
The Impact Of Mindfulness On Perceived Stress And Academic Performance Among English Language Students In Central Asia, Laurie Wolfe
The Impact Of Mindfulness On Perceived Stress And Academic Performance Among English Language Students In Central Asia, Laurie Wolfe
Dissertations, Theses, and Projects
The current study investigated the effectiveness of mindfulness training in reducing stress and increasing academic performance among Uzbek English language students. The researcher partnered with four English faculty at Tashkent State Pedagogical University (TSPU) to conduct a quasi-experimental study using a convenience sample of sixty 2nd year students studying English as a foreign language. One group of students (n = 30) received mindfulness training while the acted as an active control group (n = 30) and received study skills training. Both groups received 20-minutes training in their English classes, four days a week, for 4-weeks. All participants …
Letter From The Editor In Chief, Jeffrey Lee
Letter From The Editor In Chief, Jeffrey Lee
Transform
The TRANSFORM journal is a space for leaders, mentors, researchers, and practitioners of transformational leadership to be seen, heard, and valued; it is a place for making connections. Relationship-building is central to transformational leadership at all levels of an organization; this fundamental truth is a trending topic in literature. Otherwise, however, leadership can be an isolating experience.
As an ethnographer, I believe the best way to launch an academic, peer-reviewed journal is to do what I do best: storytelling. I want to share my thoughts on transformational leadership through a story in the form of a letter to my younger …
Pisa In Brief 2022: Student Performance And Equity In Education, Lisa De Bortoli, Catherine Underwood, Sue Thomson
Pisa In Brief 2022: Student Performance And Equity In Education, Lisa De Bortoli, Catherine Underwood, Sue Thomson
OECD Programme for International Student Assessment (PISA) Australia
The Programme for International Student Assessment (PISA) is an assessment that measures the knowledge and skills of 15-year-old students, an age at which they have nearly completed compulsory schooling. PISA assesses young adults’ ability to apply their knowledge and skills to real-life problems and situations rather than how well they have learned a specific curriculum. This PISA in Brief report provides a summary of student performance in the PISA 2022 assessment and tells us about their capacity to apply knowledge and skills in the domains of reading, mathematical, and scientific literacy.
Pisa 2022. Reporting Australia’S Results. Volume I: Student Performance And Equity In Education, Lisa De Bortoli, Catherine Underwood, Sue Thomson
Pisa 2022. Reporting Australia’S Results. Volume I: Student Performance And Equity In Education, Lisa De Bortoli, Catherine Underwood, Sue Thomson
OECD Programme for International Student Assessment (PISA) Australia
The Programme for International Student Assessment (PISA) is an international comparative study of student performance directed by the Organisation for Economic Co-operation and Development (OECD). PISA measures 3 core domains of reading literacy, mathematical literacy, and scientific literacy. The assessment focuses on young people’s ability to apply their knowledge and skills to real-world problems and situations. The term ‘literacy’ reflects a focus on broader skills. As a concept, literacy is more than simply being able to read and write. Eighty-one countries or economies, involving around 690,000 students, participated in PISA 2022. In Australia, 743 schools and a total of 13,437 …
The Role Of Education In Post-Conflict Kosovo: A Proposal For An Analysis Of How Experts Understand The Role That Education Has Played In Peacebuilding, Kristal Mitra
Capstone Collection
This study seeks to answer the following research question: What is the relationship between Kosovo's education system and the conflict between Kosovo and Serbia? This study uses a mixed purposeful sampling strategy that includes purposive sampling and snowball sampling. The researcher interviewed five different individuals from the following ethnic backgrounds represented in Kosovo which are one Bosnian, one Serbian, two Albanian Kosovars, and one Romani Kosovar. The results showed that education played many roles before, during and after the conflict between Kosovo and Serbia. Kosovo’s education system has historically been used as a tool to promote the political agendas of …
Is The Declining Birthrate Really An Issue For The Economy?, Harsh Ramesh Pednekar, Theodore Lee, Darrion Chin
Is The Declining Birthrate Really An Issue For The Economy?, Harsh Ramesh Pednekar, Theodore Lee, Darrion Chin
Introduction to Research Methods RSCH 202
This study aims to explore the complex implications of declining birth rates on the economy, focusing on GDP per capita as a crucial metric, and aims to uncover both potential opportunities and challenges stemming from this demographic transformation using regression analysis. Using a quantitative methodology and secondary data from OECD.stat, World Population Review, and World Bank, the study explores the relationship between declining birth rates and economic impacts. GDP per capita serves as an essential dependent variable, and it accounts for control variables such as labour force participation, literacy, and education levels, child dependence ratio, and physical capital. Past studies …
Spotlight On Student Engagement. Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr, Australian Council For Educational Research
Spotlight On Student Engagement. Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr, Australian Council For Educational Research
Education Analytics Service
The Australian Government is supporting the Government of Lao PDR to undertake significant primary education reforms through its flagship Basic Education Quality and Access in Lao PDR program (BEQUAL), including the roll-out of a new primary curriculum. Phase 1 of BEQUAL (2015-22) supported the Ministry of Education and Sports (MoES) to roll out the new primary curriculum in schools. BEQUAL support included teaching and learning materials, orientation training on the new curriculum, and education support grants. Phase 2 (2022-26) is focused on inclusive teaching practices, student engagement and improved learning outcomes. To understand progress and to make necessary adjustments, the …
A Narrative Inquiry On Chinese International Doctoral Students’ Perspectives On Developing Critical Thinking In The U.S., Shuaipu Jiang
A Narrative Inquiry On Chinese International Doctoral Students’ Perspectives On Developing Critical Thinking In The U.S., Shuaipu Jiang
Doctoral Dissertations
Guided by transformative learning theory and Perry's scheme of intellectual and ethical development, this dissertation study examines Chinese international doctoral students' critical thinking development process in the US. The two research questions that guided this study are: (1) How do Chinese international doctoral students understand and conceptualize critical thinking? and (2) How have Chinese international doctoral students developed critical thinking during their doctoral studies in the U.S.? Narrative method design is applied to the study, which interviews eight participants. Using narrative thematic analysis of data, four key themes emerged from the study: a) awareness of critical thinking in Western versus …
Supporting Schools’ And Teachers’ Use Of Assessment To Inform Learning Of All Students, Ursula Schwantner, Soumaya Maghnouj
Supporting Schools’ And Teachers’ Use Of Assessment To Inform Learning Of All Students, Ursula Schwantner, Soumaya Maghnouj
Global education monitoring
Issue 5 of the series Using assessment data in education policy and practice: Examples from the Asia-Pacific documents 4 case studies of promising and effective policies or practices on how education systems can better support teachers and schools in effectively integrating assessment practices in the teaching and learning process, to identify and meaningfully address every learner’s needs. In particular, the case studies show how different tools, approaches and policies help promote and reinforce the use of assessment to support more learner-centred and differentiated approaches to teaching and learning. 1. Using the Progressive Achievement approach to develop data-informed schools by Marc …
Cross-Cultural Validation Of A Measure Of Contemplativity With A Chinese College Sample, Maryann Krikorian, Ran Tao, Randy T. Busse
Cross-Cultural Validation Of A Measure Of Contemplativity With A Chinese College Sample, Maryann Krikorian, Ran Tao, Randy T. Busse
Education Faculty Articles and Research
The purpose of this article is to present the results of an exploratory cross-cultural validation study of a measure of contemplativity with a Chinese sample. The Scale of Contemplative Practices in Education (SCOPE) was administered to 144 Chinese college students. The results of an exploratory factor analysis accounted for 68% of the variance with a five factor structure, although high correlations among the factors indicate that a single factor may be the best current quantitative measure of contemplativity. Internal consistency estimates were strong for the full scale (.95) and adequate for the factors (.66 to .90). Higher scores on the …
Technology In Education: A Case Study On Lao People's Democratic Republic, Yung Nietschke, Anna Dabrowski
Technology In Education: A Case Study On Lao People's Democratic Republic, Yung Nietschke, Anna Dabrowski
International Education Research
This paper was commissioned by the Global Education Monitoring Report as background information for the development of the 2023 Global Education Monitoring (GEM) Report: technology and education, Southeast Asia. Digital technology has the potential to transform learning and offer a solution to persistent challenges in equity of access and quality of learning for all students. COVID-19 has accelerated the adoption of technology to deliver alternative modes of education. It has also put the spotlight on the digital divide that technology creates. This Case Study explores the progress of technology integration in the education sector in Lao PDR in line with …
The Reliability Of Maslach Burnout Inventory In Arab Studies: Reliability Generalization Meta-Analyses Study, Saud Shaish Alenezi Phd
The Reliability Of Maslach Burnout Inventory In Arab Studies: Reliability Generalization Meta-Analyses Study, Saud Shaish Alenezi Phd
International Journal for Research in Education
The current study aimed to identify the mean effect size of the alpha coefficient for the overall reliability of the MBI scale, and for the sub-dimensions; Emotional exhaustion, depersonalization, and lack of personal achievement through the analysis of (32) studies in which the inclusion criteria were met. The results of the research indicated that the mean alpha coefficient across the studies (n = 32) for overall reliability and dimensions; Emotional exhaustion, depersonalization, and lack of personal achievement were 0.83, 0.83, 0.78, and 0.77, respectively. It indicated that the mean alpha coefficient of the MBI scale varied significantly according to the …
Report Highlights: Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Final Report, Debbie Wong, Hilary Hollingsworth, Prue Anderson, Payal Goundar, Agnes Mercer
Report Highlights: Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Final Report, Debbie Wong, Hilary Hollingsworth, Prue Anderson, Payal Goundar, Agnes Mercer
Education Analytics Service
The Australian Government is supporting the Government of Lao PDR to undertake significant primary education reforms through its flagship Basic Education Quality and Access in Lao PDR program (BEQUAL), including a new primary curriculum. Phase 1 of BEQUAL (2015-22) supported the Ministry of Education and Sports (MoES) to rollout the new primary curriculum in schools, starting with Grade 1 (G1) in 2019. Specific teaching practices were introduced, including active learning, student-centred learning approaches, formative assessment, and a phonics approach to teaching reading. New practices were complemented by face-to-face orientation training and grants in BEQUAL target districts to strengthen communities of …
Report Highlights: Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr: Interim Report 1 (Lao Version), Hilary Hollingsworth, Debbie Wong, Elizabeth Cassity, Prue Anderson, Jessica Thompson
Report Highlights: Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr: Interim Report 1 (Lao Version), Hilary Hollingsworth, Debbie Wong, Elizabeth Cassity, Prue Anderson, Jessica Thompson
Education Analytics Service
The Government of Lao People’s Democratic Republic (Lao PDR) is undertaking significant primary education reforms, supported by the Australian Government’s Department of Foreign Affairs and Trade (DFAT) through its flagship Basic Education Quality and Access in Laos program (BEQUAL). The Australian Government has commissioned a study to investigate how the BEQUAL program is making a difference to improving teaching quality and student learning outcomes. This research is part of a multi-year study series undertaken by DFAT’s Education Analytics Service to investigate teacher and learning development initiatives in three countries: Lao PDR, Timor-Leste and Vanuatu.
Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Summary Of The 2019 Baseline Report (Lao Version), Australian Council For Educational Research (Acer)
Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Summary Of The 2019 Baseline Report (Lao Version), Australian Council For Educational Research (Acer)
Education Analytics Service
In 2019, the Government of Lao People’s Democratic Republic (Lao PDR) introduced a new primary education curriculum to improve teaching quality and student learning outcomes. The Government’s Education and Sports Sector Development Plan 2021- 25 focuses on improving teacher knowledge and skills as a means to improve student learning outcomes. This report summarises baseline findings just prior to these significant curriculum changes. These changes are supported by the Australian Government through its Basic Education Quality and Access in Laos (BEQUAL) program. The Australian Government’s Department of Foreign Affairs and Trade (DFAT) has commissioned a study to investigate how BEQUAL is …
Policy Brief: Investigating School-Based Programs That Support Student Mental Health And Psychosocial Wellbeing In Low- And Middle-Income Countries, Syeda Kashfee Ahmed, Anna Dabrowski, Katherine Dix
Policy Brief: Investigating School-Based Programs That Support Student Mental Health And Psychosocial Wellbeing In Low- And Middle-Income Countries, Syeda Kashfee Ahmed, Anna Dabrowski, Katherine Dix
Global education monitoring
School closures and disruptions to mental health services linked to the COVID-19 pandemic have significantly impacted the lives of children, young people and their families. Now, more than ever, schools are expected to provide emotional and psychosocial support and stability to students, educators and other school staff. Education systems are therefore investing more resources into school-based mental health programs to ensure they can provide the required level of support, in addition to acknowledging the need for social-emotional skill development. The ever-growing number of school-based mental health and wellbeing programs make it challenging to identify programs that are effective. It is …
Teacher Development Multi-Year Study Series. Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr: Final Report, Debbie Wong, Hilary Hollingsworth, Prue Anderson, Payal Goundar, Agnes Mercer
Teacher Development Multi-Year Study Series. Evaluation Of Australia’S Investment In Teacher Development In Lao Pdr: Final Report, Debbie Wong, Hilary Hollingsworth, Prue Anderson, Payal Goundar, Agnes Mercer
Education Analytics Service
The Australian Government is supporting the Government of Lao PDR to undertake significant primary education reforms through its flagship Basic Education Quality and Access in Lao PDR program (BEQUAL). A key focus of these reforms is the rollout of a new national primary curriculum intended to improve teaching quality and learning outcomes for students. As part of a multi-year study series, the Education Analytics Service (EAS) investigated how the BEQUAL program made a difference to improving these teaching and learning outcomes.
Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Summary Of The 2019 Baseline Report, Yung Nietschke, Anna Dabrowski Phd, Aris Huang, Jeaniene Spink
Evaluation Of Australia's Investment In Teacher Development In Lao Pdr: Summary Of The 2019 Baseline Report, Yung Nietschke, Anna Dabrowski Phd, Aris Huang, Jeaniene Spink
Education Analytics Service
In 2019, the Government of Lao People’s Democratic Republic (Lao PDR) introduced a new primary education curriculum to improve teaching quality and student learning outcomes. The Government’s Education and Sports Sector Development Plan 2021- 25 focuses on improving teacher knowledge and skills as a means to improve student learning outcomes. This report summarises baseline findings just prior to these significant curriculum changes. These changes are supported by the Australian Government through its Basic Education Quality and Access in Laos (BEQUAL) program. The Australian Government’s Department of Foreign Affairs and Trade (DFAT) has commissioned a study to investigate how BEQUAL is …
Global Mindedness And Its Development Across Space And Time: Illumination Of Lived Experiences From Study Abroad Students And Global Educational Scholars, Haoming Tang
Electronic Thesis and Dissertation Repository
This dissertation explores the phenomenon of ‘global mindednesses’ and its development as the idealized pedagogical outcome of global/international education. I consider how individuals become globally minded across their life journeys and through study abroad experience under larger conditions and forces. There are three discrete studies in this integrated dissertation format. In the first study, I examined the biographical and autobiographical accounts of thirteen US-based global scholars presented in the edited collection The global education movement: Narratives of distinguished global scholars (Kirkwood-Tucker, 2018). Through a thematic analysis, I identified five major themes in their development of global mindedness: (1) Experiencing war …
From We To Me: Moving Towards An Examination Of Self Identity In An Online, Global, Collaborative, Learning Environment, Danielle P. Espino, Eric Hamilton, Kristina Lux, Seung B. Lee
From We To Me: Moving Towards An Examination Of Self Identity In An Online, Global, Collaborative, Learning Environment, Danielle P. Espino, Eric Hamilton, Kristina Lux, Seung B. Lee
Education Division Scholarship
This paper reflects on previous work using QE to examine patterns of discourse of adolescent learners in a virtual, global, collaborative informal learning setting. The collective impact of involvement in the project on participants’ experiences was observed in various reflective interviews over the last five years. The deep reflection of this work resulted in a research shift from the general impact on the participants to a shift towards examining how such experiences shape self-identity, such as recognizing identity congruence, relational self, and overcoming negative identity fostered by master narrative frameworks. An initial examination of pre-assessment interviews indicates that younger students …
Aporias, Transcendence And A Curriculum Of Hospitality, Wanying Wang, Daniel Ness
Aporias, Transcendence And A Curriculum Of Hospitality, Wanying Wang, Daniel Ness
Northwest Journal of Teacher Education
Engaging in dynamic encounters with the other and otherness in education—an issue of creating an aperture that welcomes “a newcomer” either as a new idea or new practice—is important for the field of curriculum studies. Complicating aporias as “various forms of other and otherness,” this paper focuses on the encounters with other and otherness (as our understanding of transcendence or border crossing), in which transcendence (border crossing) becomes possible when a curriculum of hospitality is enacted. While culturally and historically informed, the curriculum of hospitality stresses the simultaneity of (1) ethical attentiveness to the encounters with other and otherness, (2) …
Silence As An Educational Tool To Deconstruct Normative Societal Structures And Create Epistemic Trust, Milad Mohebali, Elmira Jangjou
Silence As An Educational Tool To Deconstruct Normative Societal Structures And Create Epistemic Trust, Milad Mohebali, Elmira Jangjou
Feminist Pedagogy
This article advances a teaching strategy to help students reflect on how they engage in class discussion by considering silence and silencing of voices in classroom discussions among peers as epistemic violence where a student’s capacity as a knower is questioned. We provide examples of silence(ing) we experienced as graduate international students from the Global South studying educational policy and leadership studies in the United States, to then share how we have used silence as a pedagogical tool to deconstruct the assumptions of the field and the society that keeps the silence as normative. We introduce third thinging as a …
A Policy Monitoring Framework To Prepare For, Respond To, And Recover From Education In Emergencies, Pina Tarricone, Kemran Mestan, Ian Teo
A Policy Monitoring Framework To Prepare For, Respond To, And Recover From Education In Emergencies, Pina Tarricone, Kemran Mestan, Ian Teo
International Education Research
The COVID-19 pandemic has highlighted how widespread emergencies can disrupt national education systems and schooling. To assist policy decision-making and monitoring, a rapid review of over 200 documents relating to education in emergencies (EiE) was conducted, with a specific focus on the COVID-19 pandemic. The purpose of the review is to support policymakers, largely in developing countries, to develop policies that promote education system resiliency with a focus on monitoring those policies. From the analysis and synthesis of evidence a new framework has been produced, which assists policymakers by organising the complexity of relevant concerns. This Policy Monitoring Framework (PMF) …
“A Word For Nature”: A Reflection On A Contemplative Teacher-Training Course In The Desert, Netta Baryosef-Paz, Nirit Assaf
“A Word For Nature”: A Reflection On A Contemplative Teacher-Training Course In The Desert, Netta Baryosef-Paz, Nirit Assaf
Journal of Contemplative and Holistic Education
This paper reflects on an interdisciplinary, environmental, and contemplative course the authors taught at Kibbutzim College of Education in Tel Aviv. Entitled “I am in Nature,” the course was co-taught by an ecologist and a literary scholar. It included a two-day base camping and hiking experience in the Negev Desert and three on-campus meetings. The students read Nature Writing and Ecopoetry, practiced guided mindfulness meditations in the field, and kept contemplative-writing journals. In this community voices piece, we offer an innovative pedagogy for higher education that centers on the integration of the learner’s mind, body, and heart through interdisciplinary, contemplative, …
Singapore Management University Expands Regional Presence With Overseas Centre In Bangkok, Singapore Management University
Singapore Management University Expands Regional Presence With Overseas Centre In Bangkok, Singapore Management University
SMU Press Releases
Singapore Management University (SMU) is taking a significant step in its mission to foster knowledge-sharing and regional collaboration with the opening of its second Overseas Centre in Bangkok, Thailand. SMU Overseas Centre Bangkok (OCB) will serve to catalyse, facilitate and coordinate for SMU in Thailand by leveraging the university’s expertise and offerings, cultivating its local network and creating opportunities for new collaborations and partnerships between SMU and Thai institutions. It will also connect interested parties such as businesses, academia and potential students with the various programmes SMU has to offer.
Education To Employment: The Role Of University Career Guidance In Reducing Youth Unemployment In Jordan, Anoushka Saraf
Education To Employment: The Role Of University Career Guidance In Reducing Youth Unemployment In Jordan, Anoushka Saraf
Independent Study Project (ISP) Collection
This paper addresses the need for effective career guidance for university students, and sustainable post-graduation alumni support systems, to improve the employability of university graduates and reduce youth unemployment in Jordan. Through interviews and surveys, this paper will identify the key problems contributing to the skill mismatch between university graduates and the demands of the labor market. It will try and tackle how career centers can help their students develop soft skills like communication and teamwork, build a portfolio to differentiate themselves to employers, empower themselves with skills through online courses on software development, data science, research, and other technological …