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HK EXPERIENCE
Applying Learning Analytics to Understand Learning in Action
1
Two studies
• Study 1:
– Visualizing students’ engagement in secondary
school independent enquiry study (IES)
• Study 2:
– Investigating primary school students’ learning
outcome in life-value education
Both Under Development
• Study 1:
– Year long activities, e.g. IES – Independent
Enquiry Study
• Individual students
• The same process
• Comparable participation
• Study 2:
– Topic module base activities, e.g. online discussion
• Collaborative
• Unequal participation – quantity and quality
Visualizing students’ engagement in secondary
school independent enquiry study (IES)
Study 1
LMS Platform: iLAP (Moodle)
Investigating primary school students’ learning
outcome in life-value education
Study 2
Background
• One of ASTRI-CITE-IOE London’s project
schools
• 5 classes of Grade 5 General Studies
• 5 different teachers
• One shared LD developed through co-planning
with CITE team
7
Primary 5 General Studies
‘Positive Life’
• Goals of the unit: help students to…
– Adopt positive attitude in the face of pressure and failures
– Set up achievable life goals, and plans to achieve these
goals
– Offer assistance to people in need, adopt positive attitude
towards life issues
• Duration: Two 80 mins long lessons
• Pedagogical Pattern: Contrasting Cases
8
Shared LD ‘Positive Life’: 1st Lesson
• Teacher asks students to share their unhappy
matters and discuss how we face our unhappiness.1.1 Investigate
• Teacher plays the video clip of a hidden youth, Ar
Yuen.
1.2 Read Watch
Listen
• Students share their feelings after watching the
video clip and discuss why Ar Yuen was isolated.1.3 Discuss
• Students vote for their most concerned life problems.
• Teacher understands students’ main problems and
discuss how can students tackle the problems
1.4 Investigate
• Students share their own concerned problems and
how they tackle the problems.1.5 Produce
TLAs Extracted Pattern
9
Shared LD ‘Positive Life’: 2ndLesson
• Teacher discusses how Ar Yuen overcome his difficulties
finally with students in order to let students know they
can do it as well.
2.1 Investigate
• Teacher plays the video clip of a “Regeneration
warrior”, Siu Kwok Wah .
2.2 Read Watch
Listen
• Each group chooses a regeneration warrior to
study and analyze what difficulties they have and
how they tackle the difficulties.
2.3 Collaborate
• Teacher choose one or two groups of students to
present their works.2.4 Produce
• Students assesses other groups’ works on the
basis of rubrics.2.5 Practice
TLAs Extracted Pattern
10
Research Questions
• Are there variations in implementations of the
shared plan between the 5 classes?
• Are there quantitative and qualitative
differences in the outcome and process of the
learning module between classes?
• To what extent would the variations in LD and
differences in outcome be the result of TPC
knowledge and skills of the teachers?
11
Design & Subjects
• Comparison of the implementation of the
shared learning design by 5 teachers
• The shared learning design was produced by
teacher of 5D
• 2nd year for teachers and students to use ICT
in GS class
12
Data collected
• The shared Learning Design
• Transcript of co-planning meeting
• Transcripts of all the actual classes
• Student’s academic background
• Learning process (Quantitative & Qualitative)
– Forum
– Wiki
• Learning outcome (Quantitative & Qualitative)
– Blog Entries
• Post activity teachers and students interviews
13
Students’ academic background:
GS Scores
14
LEARNING OUTCOME
15
Analyzing Learning Outcome
• Students’ reflections in OUBlog entries, 3 levels:
1. List of ideas learned
– “ 我學到積極面對人生和永不放棄”
2. Be able to relate personal reflections with “Choice”
under difficult situations:
– “我學到:當我們遇到困難時,我們不要退縮,應該積極和勇敢地
面對困難。”
– “學會了只要不放棄,不氣餒,用另一度去想、努力追求夢想, 最後
也能達到終點。”
– “在這個課題,我學到只要遇到困難時,勇敢地面對,不要逃避,保持堅
毅的精神,就可以跨過困難.”
3. Be able to show genuine emotional connections with the
topic
– “我現在有了手和腳但是我現在遇到挫折都己經想放棄了你沒有了
一隻手和一隻腳但是你都己經可以做很多功作例如有煮東西、架
衣服。鄧英蘭有了一隻手和一隻腳但是她可以做了那麼多的工作
所以我要向她學習,我要向她學習的是堅強和不放棄。”
16
Analyzing Learning outcome
0
5
10
15
20
5A 5C 5D 5E
Levels of reflection in blog entries at end of learning activity
Level 1 Level 2 Level 3
17
Num of forum posts by students
18
Types of posts in forum by students
Simple Agree Question
Simple Disagree Explanation
Feeling Personal Judgment
Non-task Suggestion
Coding Scheme
19
Simple Agree, Simple Disagree,
Feeling, Non-task
Simple Agree • “同意”
• “很好你說出了他的事情”
Simple Disagree • “不對”
• “我沒有這些問題出現。”
Feeling • “他很消極,很不想上街。”
• “很慘!“
Non-task • “有沒人”
• “吃LA”
20
Question, Explanation
Question
• “也沒有做甚麼事,別人為甚麼要傷害
他呢???”
• “what mean”
Explanation
• “阿源受到了很大的挫折由於他的成
績不好,控制不了自己的情緒,情緒變
化很大. 從家庭的角度思考,他不服從
父母的意見.”
• “隱蔽一般是指拒絕社交、參與社會
的心理狀態。日本國立精神神經中
心定義為「由於各種因素,參與社
會活動的機會減少,長期未就學或
工作接觸自家以外的生活空間之狀
態。」”
• "因為他考試不好”
21
Personal Judgment, Suggestion
Personal Judgment
• “逃避,永遠都無解決既方法!他應該積
極面對”
• “他不應該逃避問題!”
• “逃避是沒有用的應該要積極”
Suggestion
• “ 協助「隱蔽」者「現身」建議方法:
1. 建立安全感,不要強逼青年,讓青
年感到有人陪伴。2. 肯定青年個人強
項,推使重拾自信心及建立成功感。3.
讓青年在安全環境下逐步作出改變。4.
協助建立支援網絡,包括家庭、朋友
等。5. 鼓勵嘗試參與、燃點希望,擴
闊生命視野。6. 提供外界資訊,引發
好奇心。7. 協助青年規劃前路,認清
個人發展方向,提升改變能量。8. 提
供多元化的出路及充分的發展機會。
總協調主任應鳳秀表示︰「要有效協
助隱蔽青年,主要是不要將他們以問
題化的角度去處理,以致急於把他們
拉出社會工”
• “他可以製作一些娱樂”
22
Types of forum posts contributed by students
in lesson 1
feeling, 95
feeling, 68
26
14
13
simple agree, 36
19
6
21
5
15
explanation, 36
question, 25
5
3
5
2
0 20 40 60 80 100 120 140 160 180 200
5E
5C
5D
5A
5B
L1 forums topics: Hidden youth 隱蔽青年
feeling simple agree simple disagree explanation question personal judgement suggestion
23
WrapUp TLAs 1.5 & 2.3 : Quality of group wikis
28
10
25
28
17
9 10
22
20
9
0
5
10
15
20
25
30
5A 5B 5C 5D 5E
Number of ideas written by students in group Wiki
L1 Wiki 如何解決 L2 Wiki 再生勇士
24
A short summary of learning outcome
from iLAP data
• SNA: Suggest different interactions among students
and teacher facilitations in the discourse of the forums
• Quantitative and qualitative differences in forum posts:
Suggest different approaches in introducing and
guiding discussions in the forum
• Num of Wiki edits: Differences in students’ efforts
• Num of ideas in Wiki: Quality of students’ group
reflections
25

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Applying Learning Analytics to Understand Learning in Action - HK Experience

  • 1. HK EXPERIENCE Applying Learning Analytics to Understand Learning in Action 1
  • 2. Two studies • Study 1: – Visualizing students’ engagement in secondary school independent enquiry study (IES) • Study 2: – Investigating primary school students’ learning outcome in life-value education
  • 3. Both Under Development • Study 1: – Year long activities, e.g. IES – Independent Enquiry Study • Individual students • The same process • Comparable participation • Study 2: – Topic module base activities, e.g. online discussion • Collaborative • Unequal participation – quantity and quality
  • 4. Visualizing students’ engagement in secondary school independent enquiry study (IES) Study 1
  • 6. Investigating primary school students’ learning outcome in life-value education Study 2
  • 7. Background • One of ASTRI-CITE-IOE London’s project schools • 5 classes of Grade 5 General Studies • 5 different teachers • One shared LD developed through co-planning with CITE team 7
  • 8. Primary 5 General Studies ‘Positive Life’ • Goals of the unit: help students to… – Adopt positive attitude in the face of pressure and failures – Set up achievable life goals, and plans to achieve these goals – Offer assistance to people in need, adopt positive attitude towards life issues • Duration: Two 80 mins long lessons • Pedagogical Pattern: Contrasting Cases 8
  • 9. Shared LD ‘Positive Life’: 1st Lesson • Teacher asks students to share their unhappy matters and discuss how we face our unhappiness.1.1 Investigate • Teacher plays the video clip of a hidden youth, Ar Yuen. 1.2 Read Watch Listen • Students share their feelings after watching the video clip and discuss why Ar Yuen was isolated.1.3 Discuss • Students vote for their most concerned life problems. • Teacher understands students’ main problems and discuss how can students tackle the problems 1.4 Investigate • Students share their own concerned problems and how they tackle the problems.1.5 Produce TLAs Extracted Pattern 9
  • 10. Shared LD ‘Positive Life’: 2ndLesson • Teacher discusses how Ar Yuen overcome his difficulties finally with students in order to let students know they can do it as well. 2.1 Investigate • Teacher plays the video clip of a “Regeneration warrior”, Siu Kwok Wah . 2.2 Read Watch Listen • Each group chooses a regeneration warrior to study and analyze what difficulties they have and how they tackle the difficulties. 2.3 Collaborate • Teacher choose one or two groups of students to present their works.2.4 Produce • Students assesses other groups’ works on the basis of rubrics.2.5 Practice TLAs Extracted Pattern 10
  • 11. Research Questions • Are there variations in implementations of the shared plan between the 5 classes? • Are there quantitative and qualitative differences in the outcome and process of the learning module between classes? • To what extent would the variations in LD and differences in outcome be the result of TPC knowledge and skills of the teachers? 11
  • 12. Design & Subjects • Comparison of the implementation of the shared learning design by 5 teachers • The shared learning design was produced by teacher of 5D • 2nd year for teachers and students to use ICT in GS class 12
  • 13. Data collected • The shared Learning Design • Transcript of co-planning meeting • Transcripts of all the actual classes • Student’s academic background • Learning process (Quantitative & Qualitative) – Forum – Wiki • Learning outcome (Quantitative & Qualitative) – Blog Entries • Post activity teachers and students interviews 13
  • 16. Analyzing Learning Outcome • Students’ reflections in OUBlog entries, 3 levels: 1. List of ideas learned – “ 我學到積極面對人生和永不放棄” 2. Be able to relate personal reflections with “Choice” under difficult situations: – “我學到:當我們遇到困難時,我們不要退縮,應該積極和勇敢地 面對困難。” – “學會了只要不放棄,不氣餒,用另一度去想、努力追求夢想, 最後 也能達到終點。” – “在這個課題,我學到只要遇到困難時,勇敢地面對,不要逃避,保持堅 毅的精神,就可以跨過困難.” 3. Be able to show genuine emotional connections with the topic – “我現在有了手和腳但是我現在遇到挫折都己經想放棄了你沒有了 一隻手和一隻腳但是你都己經可以做很多功作例如有煮東西、架 衣服。鄧英蘭有了一隻手和一隻腳但是她可以做了那麼多的工作 所以我要向她學習,我要向她學習的是堅強和不放棄。” 16
  • 17. Analyzing Learning outcome 0 5 10 15 20 5A 5C 5D 5E Levels of reflection in blog entries at end of learning activity Level 1 Level 2 Level 3 17
  • 18. Num of forum posts by students 18
  • 19. Types of posts in forum by students Simple Agree Question Simple Disagree Explanation Feeling Personal Judgment Non-task Suggestion Coding Scheme 19
  • 20. Simple Agree, Simple Disagree, Feeling, Non-task Simple Agree • “同意” • “很好你說出了他的事情” Simple Disagree • “不對” • “我沒有這些問題出現。” Feeling • “他很消極,很不想上街。” • “很慘!“ Non-task • “有沒人” • “吃LA” 20
  • 21. Question, Explanation Question • “也沒有做甚麼事,別人為甚麼要傷害 他呢???” • “what mean” Explanation • “阿源受到了很大的挫折由於他的成 績不好,控制不了自己的情緒,情緒變 化很大. 從家庭的角度思考,他不服從 父母的意見.” • “隱蔽一般是指拒絕社交、參與社會 的心理狀態。日本國立精神神經中 心定義為「由於各種因素,參與社 會活動的機會減少,長期未就學或 工作接觸自家以外的生活空間之狀 態。」” • "因為他考試不好” 21
  • 22. Personal Judgment, Suggestion Personal Judgment • “逃避,永遠都無解決既方法!他應該積 極面對” • “他不應該逃避問題!” • “逃避是沒有用的應該要積極” Suggestion • “ 協助「隱蔽」者「現身」建議方法: 1. 建立安全感,不要強逼青年,讓青 年感到有人陪伴。2. 肯定青年個人強 項,推使重拾自信心及建立成功感。3. 讓青年在安全環境下逐步作出改變。4. 協助建立支援網絡,包括家庭、朋友 等。5. 鼓勵嘗試參與、燃點希望,擴 闊生命視野。6. 提供外界資訊,引發 好奇心。7. 協助青年規劃前路,認清 個人發展方向,提升改變能量。8. 提 供多元化的出路及充分的發展機會。 總協調主任應鳳秀表示︰「要有效協 助隱蔽青年,主要是不要將他們以問 題化的角度去處理,以致急於把他們 拉出社會工” • “他可以製作一些娱樂” 22
  • 23. Types of forum posts contributed by students in lesson 1 feeling, 95 feeling, 68 26 14 13 simple agree, 36 19 6 21 5 15 explanation, 36 question, 25 5 3 5 2 0 20 40 60 80 100 120 140 160 180 200 5E 5C 5D 5A 5B L1 forums topics: Hidden youth 隱蔽青年 feeling simple agree simple disagree explanation question personal judgement suggestion 23
  • 24. WrapUp TLAs 1.5 & 2.3 : Quality of group wikis 28 10 25 28 17 9 10 22 20 9 0 5 10 15 20 25 30 5A 5B 5C 5D 5E Number of ideas written by students in group Wiki L1 Wiki 如何解決 L2 Wiki 再生勇士 24
  • 25. A short summary of learning outcome from iLAP data • SNA: Suggest different interactions among students and teacher facilitations in the discourse of the forums • Quantitative and qualitative differences in forum posts: Suggest different approaches in introducing and guiding discussions in the forum • Num of Wiki edits: Differences in students’ efforts • Num of ideas in Wiki: Quality of students’ group reflections 25