Data-Based Reasoning

Photograph of books stacked on tables in a library with library shelves in backgroundThis module continues with more fundamentals:

  • Understanding our use of data as evidence
  • Developing an inquiry focus
  • APA citation style

Data as Evidence

Most research reports data in some form – observations of practice that lend support to a particular argument or interpretation. Data can be quantitative counts or qualitative observations of authentic performance. A good research reports aligns its purpose, research questions, and methods to yield reliable findings that help answer the questions. See how data plays a role in the inquiry process:

Action Research Process Graphic: Colored arrows, changing from blue to green,are placed in a circle with text between describing the next step i na series of 8 steps.

Data are valuable only as they help us understand what’s going on and how practice might be improved. That’s the purpose of a research study:

Claim + Evidence + Reasoning = Explanation

In the Data Synopsis assignment, you examine two studies and their data-based reasoning. Through careful reading you will see strengths and issues in how they use evidence to make conclusions and recommendations.


Additional Resources to Explore

U of Memphis – Online Course Design (Links to an external site.) (video and resources). These lessons include an intro to learning assessment and evaluation for college teachers – could also be part of your Data Literacy self-directed learning.

Student Data – Friend or Foe (Links to an external site.)? (Edutopia). Using data in positive ways to build relationships and provide extra resources – helping more students succeed.

Assessing Learning in Maker Education (Links to an external site.) (Edutopia). More authentic methods for assessing learning in maker environments.

Assignment: Resource Scan

Personalized Learning: A tool for motivation, engagement, and skill development

September 2019

Need

My interest in Personalized Learning stems from raising children with personalities, interests, and learning styles that were significantly different, even their educational careers took significantly different paths.  One thing they did have in common was that given the opportunity of choice in their learning they were more engaged and excelled.

Personalized Learning is not a new concept however it is universally recognized as not clearly defined and in many cases the jury is still out with regard to its impact.  There is, however, evidence of a need to pursue innovation and change within our educational system to ensure we can provide learners with the skills and tools that are expected as they enter today’s workforce.  Regina Schmid and Dominik Petko (2019) focused on the use of technology in personalized learning and described it as a multilayered concept, an umbrella term for focusing on accounting for student abilities, knowledge, and learning needs (p. 1).  Despite the lack of a solid definition/direction it has been recognized that there is value in placing choices and responsibility for learning into the student’s hands.

My circle of influence lies within the adult learning environment in the Distribution Center at CU Boulder wherein a seasoned team of professionals find themselves challenged with navigating change in a world that continues to evolve at light speed around them.  Recently it has become evident that learning to navigate change and new technology are an undeniable necessity.  Most of our staff were just beginning to raise families when computers surfaced, long before cell phones and the internet became commonplace.  Would offering personalized paths to learning increase engagement and decrease stress for our change resistant staff?  Would it at least have the side benefit of providing insight into the world the students and faculty they serve live in?  Watching them struggle with technology and adapting to change highlights the need for educators today to ensure that today’s students master adaptability and ‘learning to learn’ as they gain the skills todays’ employers expect before they reach the workforce.

Search method

To deepen my understanding of Personalized Learning I began searching the Auraria library databases for professional journals and books, then Google Scholar, and looking back at previous coursework where I reflected on a video based on a talk given by Sir Ken Robinson focused on the need for change to our current educational system.

I started with the keyword Personalized Learning, which led me to Educational Change, Student Centered Learning, Web-based learning, Technology-enhanced learning, and Adaptive learning.  The combination of research articles and a book led to long trail of reference material.  It soon became evident that I would not be able to review them all and many of the sources would need to become part of my extended reading list.

As I read I was not surprised to see references to the need for innovation and a call for support for those choosing to assume that role.  It was interesting to fine that despite the lack of a solid definition for personalized learning Lee and Hannalin (2016) had ventured to propose Own it, Learn It, and Share It, a framework intended to serve as a foundation for educators to ensure students are reaping the benefits of personalized learning (p. 722).

 

Takeaways

Based on continued technological advances it is no surprise that expectations of engagement have changed from a passive listen and regurgitate environment to a more interactive, thoughtful, problem-solving environment wherein flexibility, adaptability, and having the ability to learn are highly valued skills.  The need for change is evident not only to continue to thrive in today’s society but also to facilitate an environment within which to better understand those around you.  This change in mindset affects not only students but also the existing workforce which highlights the need to for advocating, initiating, and supporting disruptive, innovative change at all levels of learning to motivate and engage the learner. I believe that despite the seemingly endless list of considerations including, individualized learning plans, tracking progress, and locating resources personalized learning offers an effective avenue to reach that end goal.

 

Resources

FitzGerald, E., Jones, A., Kucirkova, N., & Scanlon, E. (2018). A literature synthesis of personalised technology-enhanced learning: What works and why. Research in Learning Technology, 26, 1-16. doi:10.25304/rlt.v26.2095

Their review of personal vs. personalized learning introduces a possible source for some of the uncertainty around personalized learning.  Their research focuses on technology-enhanced learning (TEL), when it works, and the benefits tailoring learning to student needs.

 

Herold, B. (2016). Personalized learning: What does the research say? Education Week, 36(9), 14.

This short article focuses on whether there is value in the decision to invest in technology in the K-12 environment as they attempt to customize learning for students.

 

Lee, E., & Hannafin, M. J. (2016). A design framework for enhancing engagement in student-centered learning: Own it, learn it, and share it. Educational Technology Research and Development, 64(4), 707-734. doi:10.1007/s11423-015-9422-5

The authors identify autonomy, scaffolding, and authentic audience as key components to engagement in the personalized learning environment.  They set forth a framework to serve as a guideline for teachers as they navigate the process of engaging students as instructor/student roles change.

 

Onurkan Aliusta, G., & Özer, B. (2017;2016;). Student-centred learning (SCL): Roles changed? Teachers and Teaching, 23(4), 422-435. doi:10.1080/13540602.2016.1205014

Reflecting on expectations that students have the skills and ability to think critically, analytically, solve authentic problems, and collaborate, as well as direct their own learning, they highlight that providing students with these tools will require both a shift in education to a more student centered/personalized approach and a change to student/teacher roles.

 

Chen, C. (2008). Intelligent web-based learning system with personalized learning path guidance. Computers & Education, 51(2), 787-814. doi:10.1016/j.compedu.2007.08.004

Chen proposes use of a tool that evaluates material presented in a pre-test to determine a learning plan as well as incorporating personalized curriculum during the learning process. These types of tech tools may prove valuable to instructors as they strive to effectively recognize the need to adjust a learning plan or content on an individual basis.

 

Schmid, R., & Petko, D. (2019). Does the use of educational technology in personalized learning environments correlate with self-reported digital skills and beliefs of secondary-school students? Computers & Education, 136, 75-86. doi:10.1016/j.compedu.2019.03.006

The authors touch on the expectations schools are faced with to prepare students with the baseline expectations they will face in today’s workforce.  They believe a focus on a shift to student-centered learning will be needed before we are able to fully recognize the potential of the use of technology in education.

 

Zmuda, A., Ullman, D., Curtis, G., & Jacobs, H. H. (2015). Learning personalized: The evolution of the contemporary classroom. San Francisco, California: Jossey-Bass.

The authors open with a discussion on the impact of student efficacy in personalized learning and the need for a radical change in our educational model to move from a mass production mindset to a student-centered model whereby we guide students to reach their potential using resources and strategies while utilizing modern technologies.  The remainder of the book discusses mindset, design, role reversal, and how to lead the change.

Citing APA

Citing Literature – APA

Photograph of books stacked on tables in a library with library shelves in background

Review collection of resources for APA citations. Learn to cite these resources:

  • Book
  • Book Chapter
  • Online Periodical (magazines, newspapers)
  • Scholarly Journal
  • Website

APA and Professional Reports

This is a list of resources for you to use that will help you learn APA rules for citing literature. Automated tools are available but aren’t always right; you will need to proofread all APA citations for your academic and professional work.

Professional Reports

Please see:

Style Tips for LDT Reports (Links to an external site.)

Full APA style requires double-spacing, centered headings, and figures and tables at the end – all violating good text-design principles. We ask ILT/LDT students to use APA for citing literature but not for the overall report – a “modified APA” approach. These style tips are also available in ILT/LDT Resources under New Student Orientation.

APA Guides

– This guide provides everything a master’s level student needs to know about APA from formatting to references. Be sure to pay special attention to the in-text citations.

Citing Websites in APA– Guides you through the process of citing resources found on the Web.

APA Style Workshop, from the OWL Purdue Online Writing Lab, provides an overview of APA style and where to find help with different APA resources. Among other things, it provides an annotated list of links to all of OWL’s APA materials.

Videos

Basics of APA Style Tutorial  (Links to an external site.)– This 21 minute tutorial was created by the folks with the Publication Manual of the American Psychological Association. Although slightly dry, this is what you need to know! Requires Flash.

APA in Minutes: In-Text Citations (Links to an external site.) – This short video explains APA in-text citations.

Websites

APA Psych Out (Links to an external site.) – Developed by Williams College this game will help you identify types of citations and elements of a citation.

Ashford APA Reference (Links to an external site.) – This site has several examples along with a printable PDF. Additional resources are available through the left-side navigation bar.

Easybib.com (Links to an external site.) – This link goes directly to How to Cite a Website in APA.  There are also other resources and citation guide links available.

Citation Tools

Citationsy (Links to an external site.). Citation generator with Web-browser extension. Could be a help, especially with online resources.

Article summary tools (Links to an external site.). These tools take a research article and produce a short summary based on the features of the article. Could be useful as a screening device.

Citation Machine (Links to an external site.) – A free online tool for creating citations either by manually enter the information or using their powerful search.

RefMe (Links to an external site.) – The free tool to create citations, reference lists and bibliographies in any format. Create folders for projects and save references for the future.

In Microsoft Word (Links to an external site.) – You can automatically create a bibliography of the sources you used to write your research paper. Each time you add a new citation to your paper, Word adds that source so that it appears in the bibliography in the correct APA format.

Mendeley (Links to an external site.) – Great software for managing and handling citations

Cite It! (Links to an external site.) – Nice little citation tool within the Auraria Library website. (Links to an external site.)

EndNote (Links to an external site.) – Another great software for research management and citations.

Then, test your knowledge with an APA Practice Quiz.