IS428 AY2019-20T2 Assign RYAN WONG POH FAI

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Overview

The overall objective of this assignment is to use a visual analytics approach to reveal the level of services provided by SMU libraries as perceived by:

  • Undergraduate students
  • Postgraduate students
  • Faculty
  • Staff

By providing more insights for SMU Library through visual analytics, they would be able to pinpoint areas where they would need to improve their services.

Data Preparation

For Data Preparation, I referred to the following video for guidance.

Data Cleaning and Transformation

Screenshots Steps
Data 1 - Pivot I01 - P27.jpg
1. Pivot I01-I26, P01-P27
Data 2 - Rename Columns.jpg
2. Rename Pivot Field Names and Pivot Field Values to "QuestionID" and "Score" respectively
Data 3 - Inner Join with Legend.jpg
3. Drag Legend and Inner Join with SMU tab (QuestionID = Code)
Data 4 - Rename Item Column to QuestionText.jpg
4. Rename Item Column to QuestionText
Data 5 - Hide Columns.jpg
5. Hide Columns: Code, Free text, 0-10, F15-F18
Data 6 - Create Dimension for Position.jpg
6. In a new Sheet, Duplicate Position under Measures > Rename it as Position (Category)
Data 8 - Create Aliases for Position.jpg
7. Create Aliases for Position
Data 7 - Aliases for Position.jpg
8. Rename Aliases for Position
Data 10 - Create Dimension for Library.jpg
9. Duplicate Library under Measures > Rename it as Library (Category)
Data 9 - Create Aliases for Library.jpg
10. Create Aliases for Library
Data 10 - Aliases for Library.jpg
11. Rename Aliases according to the screenshot
Data 12 - Duplicate and Rename Score Dimensions.jpg
12. Under Measures, duplicate Score and convert it to a dimension

13. Then, rename the Score dimension to "Score (Category)"

Comments on Survey

One issue with the Library Survey is that it does not assign a description to each score. The Survey only gave a description of Low for a score of 1, and a description of High for a score of 7. The Survey should improve on this by providing descriptions for each score. An example given:

Score Description
1
Not important at all / Not satisfied at all
2
Not important / Not satisfied
3
Slightly not important / Slightly unsatisfied
4
Neutral
5
Slightly important / Slightly satisfied
6
Important / Satisfied
7
Extremely Important / Extremely satisfied

By providing descriptions, survey respondents will have a better idea of what each score represents. Therefore, for the purposes of analysing this survey, I will assume that the scores follow the table above.


Analysis and Insights

Dashboard Link

Dashboard can be downloaded from here: Tableau Public

Undergraduates

Importance

UG1 - Top 5 Important.jpg

For undergraduates, these are the 5 Most Important Library services:

  1. Q18 - I can get wireless access in the Library when I need to
  2. Q14 - I can find a quiet place in the Library to study when I need to
  3. Q19 - Printing, scanning and photocopying facilities in the Library meet my needs
  4. Q17 - Laptop facilities (e.g. desks, power) in the Library meet my needs
  5. Q06 - Opening hours meet my needs


Performance

UG3 - Best 5 Performance.png

The 5 Worst Performing Services for Undergraduates are:

  1. P15 - I can find a place in the Library to work in a group when I need to
  2. P26 - I find it easy to use mobile devices (e.g. tablets and phones) to access online resources
  3. P14 - I can find a quiet place in the Library to study when I need to
  4. P16 - A computer is available when I need one
  5. P01 - I am informed about the Library services
UG2 - Worst 5 Performance.png

As for the 5 Best Performing services:

  1. P12 - Library staff provide accurate answers to my enquiries
  2. P21 - Online resources (e.g. online articles, databases, ebooks) are useful for my studies and help me with my learning and research needs
  3. P08 - Self Service (e.g. self-check loans, requests, renewals, holds) meets my needs
  4. P13 - I can get help from library staff when I need it
  5. P18 - I can get wireless access in the Library when I need to


Biggest gaps between Importance and Performance

UG4 - Top 5 Gaps.jpg

I have ranked the areas in order of the largest average score gap between Importance and Performance.

  1. Q14 - I can find a quiet place in the Library to study when I need to (Gap: 1.59)
  2. Q15 - Finding a place in the Library to work in a group when needed (Gap: 1.41)
  3. Q19 - Printing, scanning and photocopying facilities in the Library meet my needs (Gap: 0.83)
  4. Q26 - I find it easy to use mobile devices (e.g. tablets and phones) to access online resources (Gap: 0.66)
  5. Q06 - Opening hours meet my needs (Gap: 0.5)

Based on the areas identified above, it shows that SMU Library should first prioritise improving the amount of spaces needed for students to study and work in a group. There was also a huge gap in the printing, scanning and photocopying facilities of SMU Library, hence SMU library should look towards finding more ways to increase the amount of printers.

Undergraduates also experience a gap in using mobile devices to access online resources at SMU Library. Hence, SMU Library should focus on improving mobile access to their online resources.

As for opening hours, undergraduates still feel a lack in the current operating hours of SMU Library.


Comparison between LKS and KGC Library as a Study/Work Space

UG5 - LKS Library Performance.png
UG6 - KGC Library Performance.png

From the survey, Undergraduates who use Kwa Geok Choo Library more often tend to find it better in providing a space for students to study or work in a group. Kwa Geok Choo Library actually scored better when comparing both averages. However, both scores are still relatively weak and would still need to be improved on.

Net Promoter Score

UG7 - UG NPS.png

The total NPS for Undergraduates is 28.28. Note that for this visualization, the NPS Score calculated field within the tooltip is taken across all Undergraduates. This shows that overall, Undergraduates are pleased with SMU Library and are likely to recommend the Library to others.

After comparing the NPS between the different years of Undergraduates, Year 2 students scored the lowest in terms of NPS at 18.81. One likely cause of the year 2’s NPS could be the incident where Kwa Geok Choo Library was flooded and they had a bad first-time experience with SMU Library. This shows that the Library should have focused on the Year 2 Undergraduates during 2018 to find out what caused the huge difference in NPS.


Postgraduates

Importance

PG1 - 5 Most Important.png

For postgraduates, the 5 Most important services are:

  1. I18 A computer is available when I need one
  2. I14 I can find a quiet place in the Library to study when I need to
  3. I19 Printing, scanning and photocopying facilities in the Library meet my needs
  4. I17 Laptop facilities (e.g. desks, power) in the Library meet my needs
  5. I06 Opening hours meet my needs

When diving down into the 5 most important services between Masters and Doctoral postgraduates, there was actually a difference.

PG3 - Most Important Masters.png

For Masters students:

  1. I18 I can get wireless access in the Library when I need to
  2. I19 Printing, scanning and photocopying facilities in the Library meet my needs
  3. I14 I can find a quiet place in the Library to study when I need to
  4. I17 Laptop facilities (e.g. desks, power) in the Library meet my needs
  5. I15 I can find a place in the Library to work in a group when I need to
PG2 - Most Important Doctoral.png

For Doctoral students:

  1. I18 I can get wireless access in the Library when I need to
  2. I23 When I am away from campus I can access the Library resources and services I need
  3. I21 Online resources (e.g. online articles, databases, ebooks) are useful for my studies and help me with my learning and research needs
  4. I13 I can get help from library staff when I need it
  5. I24 The Library search engine enables me find relevant library resources quickly

This difference in importance in services implies that Doctoral Postgraduates tend to be away from SMU very often (based on I23), and rely a lot on the Library's online resources, library staff and the Library's search engine (I21, I13 & I24). As for Masters students, their top 5 important service levels shows that they tend to work alone and within the library itself, and rely heavily on the library's facilities such as printing and wireless access.

Performance

PG4 - 5 Worst Performance.png

The 5 Worst Performing Library Services for Postgraduates are:

  1. P14 I can find a quiet place in the Library to study when I need to
  2. P15 I can find a place in the Library to work in a group when I need to
  3. P16 A computer is available when I need one
  4. P05 The Library anticipates my learning and research needs
  5. P04 Library workshops, classes and tutorials help me with my learning and research needs


PG5 - 5 Best Performance.png

The 5 Best Performing Library Services for Postgraduates are:

  1. P17 Laptop facilities (e.g. desks, power) in the Library meet my needs
  2. P08 Self Service (e.g. self-check loans, requests, renewals, holds) meets my needs
  3. P12 Library staff provide accurate answers to my enquiries
  4. P13 I can get help from library staff when I need it
  5. P18 I can get wireless access in the Library when I need to

Based on the 5 best performing service levels, it shows that Postgraduates are pleased with the Library's staff as seen from (3) and (4).

Net Promoter Score

PG6 - NPS.png

In terms of Net Promoter Score, Postgraduates scored much higher as compared to Undergraduates at 46.15, showing that they are much more likely to recommend SMU Library to others as compared to Undergraduates.

Both Masters and Doctoral students have very similar Net Promoter Scores, with Masters students’ NPS at 46.05 and Doctoral students’ NPS at 46.67. Showing that both groups of Postgraduate students are satisfied with SMU Library’s services.


Faculty

Importance

FC1 - 5 Most Important.png

The 5 most important services for Faculty are:

  1. I21 Online resources (e.g. online articles, databases, ebooks) are useful for my studies and help me with my learning and research needs
  2. I24 The Library search engine enables me find relevant library resources quickly
  3. I23 When I am away from campus I can access the Library resources and services I need
  4. I13 I can get help from library staff when I need it
  5. I25 Access to Library information resources has helped me to be successful at university

For obvious reasons, the 5 most important services for Faculty revolves entirely around research. However, one important thing to note is that online research is more important to them as compared to offline research.

Performance

FC2 - 5 Worst Performance.png

The 5 worst performing services for Faculty are:

  1. P16 A computer is available when I need one
  2. P19 Printing, scanning and photocopying facilities in the Library meet my needs
  3. P15 I can find a place in the Library to work in a group when I need to
  4. P14 I can find a quiet place in the Library to study when I need to
  5. P05 The Library anticipates my learning and research needs
FC3 - 5 Best Performance.png

The 5 best performing services for Faculty are:

  1. P08 Self Service (e.g. self-check loans, requests, renewals, holds) meets my needs
  2. P09 Online enquiry services (e.g. Email, Library Chat) meet my needs
  3. P12 Library staff provide accurate answers to my enquiries
  4. P13 I can get help from library staff when I need it
  5. P07 Books and articles I have requested from other Libraries are delivered promptly


Net Promoter Score

FC4 - NPS.png

The total NPS for Faculty overall scored 57.63. This is much higher as compared to the Undergraduates and Postgraduates and shows that Faculty are more likely to recommend the Library to others.

After finding out that the only detractors within the Faculty were Lecturers/Senior Lecturers, I decided to take a look at the Performance Levels for Library services response from Lecturer/Senior Lecturers. I identified that the main dissatisfaction they face are in the photo below.

FC5 - Lecturers.png
  1. P14 and P15: Not being able to find a quiet place in the Library to work at alone or in a group
  2. P22: Finding that the Course-specific resources do not meet their learning needs
  3. P05: The Library anticipates my learning and research needs
  4. P10: Face-to-face enquiry services meet my needs
  5. P07: Books and articles I have requested from other Libraries are delivered promptly
  6. P21: Online resources (e.g. online articles, databases, ebooks) are useful for my studies and help me with my learning and research needs

Hence, should SMU Library want to improve the service levels for Lecturers/Senior Lecturers, they should expand the amount of spaces for Lecturers to work, and focus more on meeting the research and learning needs of lecturers.

Staff

Importance

ST1 - 5 Most Important.png

For the Staff, the 5 most important services are:

  1. I18 I can get wireless access in the Library when I need to
  2. I13 I can get help from library staff when I need it
  3. I21 Online resources (e.g. online articles, databases, ebooks) are useful for my studies and help me with my learning and research needs
  4. I14 I can find a quiet place in the Library to study when I need to
  5. I12 Library staff provide accurate answers to my enquiries

Performance

ST2 - 5 Worst Performance.png

As for the 5 worst performing services:

  1. P16 A computer is available when I need one
  2. P04 Library workshops, classes and tutorials help me with my learning and research needs
  3. P05 The Library anticipates my learning and research needs
  4. P26 I find it easy to use mobile devices (e.g. tablets and phones) to access online resources
  5. P11 The items I'm looking for on the library shelves are usually there
ST3 - 5 Best Performance.png

As for the 5 best performing services:

  1. P08 Self Service (e.g. self-check loans, requests, renewals, holds) meets my needs
  2. P12 Library staff provide accurate answers to my enquiries
  3. P06 Opening hours meet my needs
  4. P13 I can get help from library staff when I need it
  5. P18 I can get wireless access in the Library when I need to

Comparing the Importance and Performance in service levels, Staff at SMU were satisfied in terms of getting wireless access, getting help from the library staff when they need it, and receiving accurate answers to their enquiries.

Net Promoter Score

ST4 - NPS.png

The total NPS for Staff overall totalled to 29.69. This makes Staff the demographic with the 2nd lowest NPS, meaning that they are much less likely to recommend the Library to others.

ST5 - Researcher NPS.png

After diving into the NPS scores for each sub-group, I found that Researchers only have an NPS of 16, which was the main reason why the overall NPS for Staff scored so low. SMU Library should focus on this group of demographics as Researchers rank one of the lowest in terms of NPS.

ST6 - Researcher Performance.png

After looking into the Performance service levels for Researchers, I found the 5 worst performing services for Researchers:

  1. P26 I find it easy to use mobile devices (e.g. tablets and phones) to access online resources
  2. P24 The Library search engine enables me find relevant library resources quickly
  3. P01 I am informed about the Library services
  4. P02 The Library website provides useful information
  5. P05 The Library anticipates my learning and research needs

From the worst performing services identified above, it is evident that the current level of research at SMU Library is not enough for Researchers. Hence, SMU Library should look more into improving its research service level in order to better to reach out to this particular demographic.