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Education

Graduate Employment Survey - NTU, NUS, SIT, SMU, SUSS & SUTD

Data from Jan 2013 to Mar 2024

Last updated: 16 Apr 2025, 11:19 SGT

MOE (Ministry of Education)

The Graduate Employment Survey (GES) is jointly conducted by NTU, NUS, SMU, SIT (from 2014), SUTD (from 2015) and SUSS (from 2018) annually to survey the employment conditions of graduates about six months after their final examinations. The Ministry of Education (MOE) publishes the results of key employment indicators of the survey to provide prospective students with timely and comparable data to assist them in making informed course decisions. Graduates from NTU, NUS, SMU and SUSS are surveyed in November of the graduation year. Due to a difference in academic calendar, graduates from SIT are surveyed in March of the following year after graduation. Graduates from SUTD were surveyed in February of the year after graduation until 2024, when they were surveyed in November of the graduation year, after aligning its academic calendar with the majority of the AUs.

2023 GES:

5,963 fresh graduates and 148 follow-up graduates from NTU were surveyed and the overall response rates obtained were 74.2% and 66.2% respectively.
7,629 fresh graduates and 819 follow-up graduates from NUS were surveyed and the overall response rates obtained were 73.2% and 53.2% respectively.
2,257 fresh graduates and 162 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.1% and 79.6% respectively.
781 fresh graduates and 16 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 75.2% and 56.3% respectively.
Due to a change in academic calendar resulting in a very small and atypical graduating cohort in 2023, SUTD's GES 2023 results were reported in the following year alongside SUTD GES 2024 results.
2,412 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.0%.

2022 GES:

5,943 fresh graduates and 128 follow-up graduates from NTU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
7,430 fresh graduates and 824 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.8% and 64.4% respectively.
1,982 fresh graduates and 167 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
629 fresh graduates and 19 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 80.8% and 73.7% respectively.
388 full-time and 81 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 77.3% and 70.4% respectively.
2,193 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.4%.

2021 GES:

5,599 fresh graduates and 114 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.1% and 78.1% respectively.
6,897 fresh graduates and 830 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.6% and 69.4% respectively.
1,914 fresh graduates and 156 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 78.8% respectively.
511 fresh graduates from SUSS were surveyed and the overall response rate obtained was 81.0%.
416 full-time and 82 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 82.0% and 78.0% respectively.
2,006 full-time graduates from SIT were surveyed and the overall response rate obtained was 84.5%.

2020 GES:

5,755 fresh graduates and 99 follow-up graduates from NTU were surveyed and the overall response rates obtained were 79.1% and 83.8% respectively.
6,894 fresh graduates and 853 follow-up graduates from NUS were surveyed and the overall response rates obtained were 78.5% and 74.1% respectively.
1,883 fresh graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 78.4% and 77.2% respectively.
370 fresh graduates from SUSS were surveyed and the overall response rate obtained was 88.6%.
372 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 81.2% and 74.2% respectively.
2,172 full-time graduates from SIT were surveyed and the overall response rate obtained was 86.6%.

2019 GES:

5,909 fresh graduates and 75 follow-up graduates from NTU were surveyed and the overall response rates obtained were 78.4% and 80.0% respectively.
6,609 fresh graduates and 870 follow-up graduates from NUS were surveyed and the overall response rates obtained were 77.9% and 74.7% respectively.
1,842 fresh graduates and 161 follow-up graduates from SMU were surveyed and the overall response rates obtained were 77.0% and 72.7% respectively.
252 fresh graduates from SUSS were surveyed and the overall response rate obtained was 87.3%.
431 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 85.8% and 80.6% respectively.
1,809 full-time graduates from SIT were surveyed and the overall response rate obtained was 83.3%.

2018 GES:

5,900 full-time graduates and 28 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.9% and 96.4% respectively.
6,699 full-time graduates and 877 follow-up from NUS were surveyed and the overall response rates obtained were 76.3% and 68.4% respectively.
1,886 full-time graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 79.7% and 77.2% respectively.
168 full-time graduates from SUSS were surveyed and the overall response rate obtained was 91.7%.
334 full-time graduates and 76 follow-up graduates from SUTD were surveyed and the overall response rate obtained were 85.3% and 84.2% respectively.
1,707 graduates from SIT were surveyed and the overall response rate obtained was 85.2%.

2017 GES:

6,042 full-time graduates and 30 follow-up graduates from NTU were surveyed and the overall response rates obtained were 84.3% and 100% respectively.
6,466 full-time graduates and 825 follow-up from NUS were surveyed and the overall response rate obtained were 80.6% and 72.1% respectively.
1,779 full-time graduates and 114 follow-up graduates from SMU were surveyed and the overall response rate obtained were 77.6% and 75.4% respectively.
228 graduates from SUTD were surveyed and the overall response rate obtained was 85.4%.
1,530 graduates from SIT were surveyed and the overall response rate obtained was 85.6%.

2016 GES:

5,836 graduates from NTU were surveyed and the overall response rate obtained was 77.0%.
6,314 graduates from NUS were surveyed and the overall response rate obtained was 80.4%.
1,803 graduates from SMU were surveyed and the overall response rate obtained was 74.1%.
246 graduates from SUTD were surveyed and the overall response rate obtained was 83.7%.
1,230 graduates from SIT were surveyed and the overall response rate obtained was 84.6%.

2015 GES:

5,774 graduates from NTU were surveyed and the overall response rate obtained was 71.9%.
6,188 graduates from NUS were surveyed and the overall response rate obtained was 74.8%.
1,638 graduates from SMU were surveyed and the overall response rate obtained was 76.2%.
298 graduates from SUTD were surveyed and the overall response rate was 86.2%.
1,363 graduates from SIT were surveyed and the overall response rate obtained was 78.9%.

2014 GES: 14,868 graduates from NTU, NUS, SIT and SMU were surveyed and the overall response rate obtained was 75%.

2013 GES: 15,365 graduates from NTU, NUS and SMU were surveyed and the overall response rate obtained was 72%.

Notes:

* SMU's courses are direct four-yr programmes and graduates could be awarded Cum Laude and above, Merit, High Merit or no awards. The data for SMU's courses is displayed in two categories: (i) overall results for all graduates within the course regardless of the award they attained, and (ii) results for the graduates awarded Cum Laude and above. Should the graduates undertake more than one Degree (e.g. Dual Degree programme), they have been classified based on their first Degree.

^ Data is based on a sample size of fewer than 30 respondents.

** No data is shown due to the small number of graduates and/or low response rates.

# Data on Law, Medical, Pharmacy and Biomedical Sciences & Chinese Medicine graduates are obtained from a follow-up survey on those who graduated one year ago (e.g. for 2018 GES survey, data is obtained from 2017 graduates) after they have completed their one-year practical law course/pupillage/housemanship/first-year residency/practical training. Data on Architecture graduates are obtained from a follow-up survey on those who graduated 3 years ago (e.g. for 2018 GES survey, data is obtained from 2015 graduates) after they have completed their practical training.

^^ Data includes the employment figures of graduates from Bachelor of Engineering (Bioengineering), which was merged into Bachelor of Engineering (Biomedical Engineering) in 2014.

## Data on NTU’s Medicine graduates will be obtained from a follow-up survey on the graduates after they have completed their housemanship/first-year residency.

### Data on SUTD's Bachelor of Science (Architecture and Sustainable Design) graduates will be obtained from a follow-up survey on the graduates after they have completed their practical training.

Disclaimer:
The data published is provided on an “as is” basis without any warranties of any kind. To the fullest extent permitted by law, MOE does not warrant and hereby disclaims any warranty as to the accuracy, correctness, completeness, reliability or fitness for any particular purpose of such data. The reader assumes all responsibility and risk for the use of such data. MOE shall not be liable for any damage or loss of any kind caused as a result (directly or indirectly) of the use of such data, including but not limited to any damage or loss suffered as a result of reliance on the data published.

Sample OpenAPI query

This code can be used to test a sample API query. It retrieves the data catalogue of this dataset. For a complete guide on query parameters and syntax, please refer to the API documentation. Try it out on your browser to see the response schema.

import requests
          
dataset_id = "d_3c55210de27fcccda2ed0c63fdd2b352"
url = "https://data.gov.sg/api/action/datastore_search?resource_id="  + dataset_id 
        
response = requests.get(url)
print(response.json())

Citation

This dataset can be reused and cited in research publications.

Ministry of Education. (2022). Graduate Employment Survey - NTU, NUS, SIT, SMU, SUSS & SUTD (2025) [Dataset]. data.gov.sg. Retrieved December 19, 2025 from https://data.gov.sg/datasets/d_3c55210de27fcccda2ed0c63fdd2b352/view

About this dataset

Contact

khalid_othman@moe.gov.sg yeem_kai_ean@moe.gov.sg

Created on

02 Nov 2022

Licence

Free forever for personal or commercial use, under the Open Data Licence.

Agency

MOE (Ministry of Education)

‌

Education

Graduate Employment Survey - NTU, NUS, SIT, SMU, SUSS & SUTD

Data from Jan 2013 to Mar 2024

Last updated: 16 Apr 2025, 11:19 SGT

MOE (Ministry of Education)

2023 GES:

5,963 fresh graduates and 148 follow-up graduates from NTU were surveyed and the overall response rates obtained were 74.2% and 66.2% respectively.
7,629 fresh graduates and 819 follow-up graduates from NUS were surveyed and the overall response rates obtained were 73.2% and 53.2% respectively.
2,257 fresh graduates and 162 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.1% and 79.6% respectively.
781 fresh graduates and 16 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 75.2% and 56.3% respectively.
Due to a change in academic calendar resulting in a very small and atypical graduating cohort in 2023, SUTD's GES 2023 results were reported in the following year alongside SUTD GES 2024 results.
2,412 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.0%.

2022 GES:

5,943 fresh graduates and 128 follow-up graduates from NTU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
7,430 fresh graduates and 824 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.8% and 64.4% respectively.
1,982 fresh graduates and 167 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
629 fresh graduates and 19 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 80.8% and 73.7% respectively.
388 full-time and 81 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 77.3% and 70.4% respectively.
2,193 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.4%.

2021 GES:

5,599 fresh graduates and 114 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.1% and 78.1% respectively.
6,897 fresh graduates and 830 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.6% and 69.4% respectively.
1,914 fresh graduates and 156 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 78.8% respectively.
511 fresh graduates from SUSS were surveyed and the overall response rate obtained was 81.0%.
416 full-time and 82 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 82.0% and 78.0% respectively.
2,006 full-time graduates from SIT were surveyed and the overall response rate obtained was 84.5%.

2020 GES:

5,755 fresh graduates and 99 follow-up graduates from NTU were surveyed and the overall response rates obtained were 79.1% and 83.8% respectively.
6,894 fresh graduates and 853 follow-up graduates from NUS were surveyed and the overall response rates obtained were 78.5% and 74.1% respectively.
1,883 fresh graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 78.4% and 77.2% respectively.
370 fresh graduates from SUSS were surveyed and the overall response rate obtained was 88.6%.
372 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 81.2% and 74.2% respectively.
2,172 full-time graduates from SIT were surveyed and the overall response rate obtained was 86.6%.

2019 GES:

5,909 fresh graduates and 75 follow-up graduates from NTU were surveyed and the overall response rates obtained were 78.4% and 80.0% respectively.
6,609 fresh graduates and 870 follow-up graduates from NUS were surveyed and the overall response rates obtained were 77.9% and 74.7% respectively.
1,842 fresh graduates and 161 follow-up graduates from SMU were surveyed and the overall response rates obtained were 77.0% and 72.7% respectively.
252 fresh graduates from SUSS were surveyed and the overall response rate obtained was 87.3%.
431 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 85.8% and 80.6% respectively.
1,809 full-time graduates from SIT were surveyed and the overall response rate obtained was 83.3%.

2018 GES:

5,900 full-time graduates and 28 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.9% and 96.4% respectively.
6,699 full-time graduates and 877 follow-up from NUS were surveyed and the overall response rates obtained were 76.3% and 68.4% respectively.
1,886 full-time graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 79.7% and 77.2% respectively.
168 full-time graduates from SUSS were surveyed and the overall response rate obtained was 91.7%.
334 full-time graduates and 76 follow-up graduates from SUTD were surveyed and the overall response rate obtained were 85.3% and 84.2% respectively.
1,707 graduates from SIT were surveyed and the overall response rate obtained was 85.2%.

2017 GES:

6,042 full-time graduates and 30 follow-up graduates from NTU were surveyed and the overall response rates obtained were 84.3% and 100% respectively.
6,466 full-time graduates and 825 follow-up from NUS were surveyed and the overall response rate obtained were 80.6% and 72.1% respectively.
1,779 full-time graduates and 114 follow-up graduates from SMU were surveyed and the overall response rate obtained were 77.6% and 75.4% respectively.
228 graduates from SUTD were surveyed and the overall response rate obtained was 85.4%.
1,530 graduates from SIT were surveyed and the overall response rate obtained was 85.6%.

2016 GES:

5,836 graduates from NTU were surveyed and the overall response rate obtained was 77.0%.
6,314 graduates from NUS were surveyed and the overall response rate obtained was 80.4%.
1,803 graduates from SMU were surveyed and the overall response rate obtained was 74.1%.
246 graduates from SUTD were surveyed and the overall response rate obtained was 83.7%.
1,230 graduates from SIT were surveyed and the overall response rate obtained was 84.6%.

2015 GES:

5,774 graduates from NTU were surveyed and the overall response rate obtained was 71.9%.
6,188 graduates from NUS were surveyed and the overall response rate obtained was 74.8%.
1,638 graduates from SMU were surveyed and the overall response rate obtained was 76.2%.
298 graduates from SUTD were surveyed and the overall response rate was 86.2%.
1,363 graduates from SIT were surveyed and the overall response rate obtained was 78.9%.

2014 GES: 14,868 graduates from NTU, NUS, SIT and SMU were surveyed and the overall response rate obtained was 75%.

2013 GES: 15,365 graduates from NTU, NUS and SMU were surveyed and the overall response rate obtained was 72%.

Notes:

^ Data is based on a sample size of fewer than 30 respondents.

** No data is shown due to the small number of graduates and/or low response rates.

^^ Data includes the employment figures of graduates from Bachelor of Engineering (Bioengineering), which was merged into Bachelor of Engineering (Biomedical Engineering) in 2014.

## Data on NTU’s Medicine graduates will be obtained from a follow-up survey on the graduates after they have completed their housemanship/first-year residency.

### Data on SUTD's Bachelor of Science (Architecture and Sustainable Design) graduates will be obtained from a follow-up survey on the graduates after they have completed their practical training.

‌

Education

Graduate Employment Survey - NTU, NUS, SIT, SMU, SUSS & SUTD

Data from Jan 2013 to Mar 2024

Last updated: 16 Apr 2025, 11:19 SGT

MOE (Ministry of Education)

2023 GES:

5,963 fresh graduates and 148 follow-up graduates from NTU were surveyed and the overall response rates obtained were 74.2% and 66.2% respectively.
7,629 fresh graduates and 819 follow-up graduates from NUS were surveyed and the overall response rates obtained were 73.2% and 53.2% respectively.
2,257 fresh graduates and 162 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.1% and 79.6% respectively.
781 fresh graduates and 16 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 75.2% and 56.3% respectively.
Due to a change in academic calendar resulting in a very small and atypical graduating cohort in 2023, SUTD's GES 2023 results were reported in the following year alongside SUTD GES 2024 results.
2,412 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.0%.

2022 GES:

5,943 fresh graduates and 128 follow-up graduates from NTU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
7,430 fresh graduates and 824 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.8% and 64.4% respectively.
1,982 fresh graduates and 167 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 82.0% respectively.
629 fresh graduates and 19 follow-up graduates from SUSS were surveyed and the overall response rates obtained were 80.8% and 73.7% respectively.
388 full-time and 81 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 77.3% and 70.4% respectively.
2,193 full-time graduates from SIT were surveyed and the overall response rate obtained was 78.4%.

2021 GES:

5,599 fresh graduates and 114 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.1% and 78.1% respectively.
6,897 fresh graduates and 830 follow-up graduates from NUS were surveyed and the overall response rates obtained were 74.6% and 69.4% respectively.
1,914 fresh graduates and 156 follow-up graduates from SMU were surveyed and the overall response rates obtained were 76.3% and 78.8% respectively.
511 fresh graduates from SUSS were surveyed and the overall response rate obtained was 81.0%.
416 full-time and 82 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 82.0% and 78.0% respectively.
2,006 full-time graduates from SIT were surveyed and the overall response rate obtained was 84.5%.

2020 GES:

5,755 fresh graduates and 99 follow-up graduates from NTU were surveyed and the overall response rates obtained were 79.1% and 83.8% respectively.
6,894 fresh graduates and 853 follow-up graduates from NUS were surveyed and the overall response rates obtained were 78.5% and 74.1% respectively.
1,883 fresh graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 78.4% and 77.2% respectively.
370 fresh graduates from SUSS were surveyed and the overall response rate obtained was 88.6%.
372 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 81.2% and 74.2% respectively.
2,172 full-time graduates from SIT were surveyed and the overall response rate obtained was 86.6%.

2019 GES:

5,909 fresh graduates and 75 follow-up graduates from NTU were surveyed and the overall response rates obtained were 78.4% and 80.0% respectively.
6,609 fresh graduates and 870 follow-up graduates from NUS were surveyed and the overall response rates obtained were 77.9% and 74.7% respectively.
1,842 fresh graduates and 161 follow-up graduates from SMU were surveyed and the overall response rates obtained were 77.0% and 72.7% respectively.
252 fresh graduates from SUSS were surveyed and the overall response rate obtained was 87.3%.
431 full-time and 62 follow-up graduates from SUTD were surveyed and the overall response rates obtained were 85.8% and 80.6% respectively.
1,809 full-time graduates from SIT were surveyed and the overall response rate obtained was 83.3%.

2018 GES:

5,900 full-time graduates and 28 follow-up graduates from NTU were surveyed and the overall response rates obtained were 75.9% and 96.4% respectively.
6,699 full-time graduates and 877 follow-up from NUS were surveyed and the overall response rates obtained were 76.3% and 68.4% respectively.
1,886 full-time graduates and 145 follow-up graduates from SMU were surveyed and the overall response rates obtained were 79.7% and 77.2% respectively.
168 full-time graduates from SUSS were surveyed and the overall response rate obtained was 91.7%.
334 full-time graduates and 76 follow-up graduates from SUTD were surveyed and the overall response rate obtained were 85.3% and 84.2% respectively.
1,707 graduates from SIT were surveyed and the overall response rate obtained was 85.2%.

2017 GES:

6,042 full-time graduates and 30 follow-up graduates from NTU were surveyed and the overall response rates obtained were 84.3% and 100% respectively.
6,466 full-time graduates and 825 follow-up from NUS were surveyed and the overall response rate obtained were 80.6% and 72.1% respectively.
1,779 full-time graduates and 114 follow-up graduates from SMU were surveyed and the overall response rate obtained were 77.6% and 75.4% respectively.
228 graduates from SUTD were surveyed and the overall response rate obtained was 85.4%.
1,530 graduates from SIT were surveyed and the overall response rate obtained was 85.6%.

2016 GES:

5,836 graduates from NTU were surveyed and the overall response rate obtained was 77.0%.
6,314 graduates from NUS were surveyed and the overall response rate obtained was 80.4%.
1,803 graduates from SMU were surveyed and the overall response rate obtained was 74.1%.
246 graduates from SUTD were surveyed and the overall response rate obtained was 83.7%.
1,230 graduates from SIT were surveyed and the overall response rate obtained was 84.6%.

2015 GES:

5,774 graduates from NTU were surveyed and the overall response rate obtained was 71.9%.
6,188 graduates from NUS were surveyed and the overall response rate obtained was 74.8%.
1,638 graduates from SMU were surveyed and the overall response rate obtained was 76.2%.
298 graduates from SUTD were surveyed and the overall response rate was 86.2%.
1,363 graduates from SIT were surveyed and the overall response rate obtained was 78.9%.

2014 GES: 14,868 graduates from NTU, NUS, SIT and SMU were surveyed and the overall response rate obtained was 75%.

2013 GES: 15,365 graduates from NTU, NUS and SMU were surveyed and the overall response rate obtained was 72%.

Notes:

^ Data is based on a sample size of fewer than 30 respondents.

** No data is shown due to the small number of graduates and/or low response rates.

^^ Data includes the employment figures of graduates from Bachelor of Engineering (Bioengineering), which was merged into Bachelor of Engineering (Biomedical Engineering) in 2014.

## Data on NTU’s Medicine graduates will be obtained from a follow-up survey on the graduates after they have completed their housemanship/first-year residency.

### Data on SUTD's Bachelor of Science (Architecture and Sustainable Design) graduates will be obtained from a follow-up survey on the graduates after they have completed their practical training.

Sample OpenAPI query

import requests
          
dataset_id = "d_3c55210de27fcccda2ed0c63fdd2b352"
url = "https://data.gov.sg/api/action/datastore_search?resource_id="  + dataset_id 
        
response = requests.get(url)
print(response.json())

Citation

This dataset can be reused and cited in research publications.

About this dataset

Contact

khalid_othman@moe.gov.sg yeem_kai_ean@moe.gov.sg

Created on

02 Nov 2022

Licence

Free forever for personal or commercial use, under the Open Data Licence.

Agency

MOE (Ministry of Education)

Data explorer

GraduateEmploymentSurveyNTUNUSSITSMUSUSSSUTD.csv (1.4K rows, 203.2 KB)

Year Year (YYYY)	University Text	School Text	Degree Text	Overall Employment Rate (%) Text	Full-Time Permanent Employment Rate (%) Text	Basic Monthly Salary - Mean (S$) Text	Basic Monthly Salary - Median (S$) Text	Gross Monthly Salary - Mean (S$) Text	Gross Monthly Salary - Median (S$) Text	Gross Monthly Salary - 25th Percentile (S$) Text	Gross Monthly Salary - 75th Percentile (S$) Text
(Null)0.0% 201910.0% 20209.9% 202210.1% 20239.9%	(Null)0.0% Nanyang Technological University31.3% National University of Singapore31.3% Singapore Institute of Technology22.7% Singapore Management University9.6%	(Null)2.3% College of Engineering12.7% College of Humanities, Arts & Social Sciences7.4% Faculty of Engineering4.7% Singapore Institute of Technology (SIT)4.4%	(Null)0.0%	(Null)6.6%	(Null)6.6%	(Null)6.6%	(Null)6.6% 300010.1% 32005.6% 33005.5% 35008.8%	(Null)6.6%	(Null)6.6%	(Null)6.6% 28004.6% 300013.5% 32005.6% 35007.2%	(Null)6.6%
2013	Nanyang Technological University	College of Business (Nanyang Business School)	Accountancy and Business	97.4	96.1	3701	3200	3727	3350	2900	4000
2013	Nanyang Technological University	College of Business (Nanyang Business School)	Accountancy (3-yr direct Honours Programme)	97.1	95.7	2850	2700	2938	2700	2700	2900
2013	Nanyang Technological University	College of Business (Nanyang Business School)	Business (3-yr direct Honours Programme)	90.9	85.7	3053	3000	3214	3000	2700	3500
2013	Nanyang Technological University	College of Business (Nanyang Business School)	Business and Computing	87.5	87.5	3557	3400	3615	3400	3000	4100
2013	Nanyang Technological University	College of Engineering	Aerospace Engineering	95.3	95.3	3494	3500	3536	3500	3100	3816
2013	Nanyang Technological University	College of Engineering	Bioengineering	81.3	68.8	2952	2900	3166	3125	2893	3365
2013	Nanyang Technological University	College of Engineering	Chemical and Biomolecular Engineering	87.3	85.1	3235	3000	3377	3200	3000	3800
2013	Nanyang Technological University	College of Engineering	Computer Engineering	90.3	88.2	3326	3100	3374	3175	3000	3600
2013	Nanyang Technological University	College of Engineering	Civil Engineering	94.8	93.8	3091	3000	3182	3100	3000	3380
2013	Nanyang Technological University	College of Engineering	Computer Science	92.1	88.5	3249	3000	3306	3125	3000	3600

Column legend

Title	Column name	Data type	Unit of measure	Description
Year	year	Year (YYYY)	-	-
University	university	Text	-	-
School	school	Text	-	-
Degree	degree	Text	-	-
Overall Employment Rate (%)	employment_rate_overall	Text	-	Overall employment rate refers to the number of graduates working in full-time permanent, part-time, temporary or freelance basis, as a proportion of graduates in the labour force (i.e. those who were working, or not working but actively looking and available for work) approximately 6 months after completing their final examinations.
Full-Time Permanent Employment Rate (%)	employment_rate_ft_perm	Text	-	Full-time permanent employment rate refers to the number of graduates in employment of at least 35 hours a week and where the employment is not temporary (including contracts of one year or more), as a proportion of graduates in the labour force (i.e. those who were working, or not working but actively looking and available for work) approximately 6 months after completing their final examinations.
Basic Monthly Salary - Mean (S$)	basic_monthly_mean	Text	-	Basic monthly salary pertains only to full-time permanently employed graduates. It comprises basic pay before deduction of the employee’s CPF contributions and personal income tax. Employer’s CPF contributions, bonuses, stock options, overtime payments, commissions, fixed allowances, other regular cash payments, lump sum payments, and payments-in-kind are excluded.
Basic Monthly Salary - Median (S$)	basic_monthly_median	Text	-	Basic monthly salary pertains only to full-time permanently employed graduates. It comprises basic pay before deduction of the employee’s CPF contributions and personal income tax. Employer’s CPF contributions, bonuses, stock options, overtime payments, commissions, fixed allowances, other regular cash payments, lump sum payments, and payments-in-kind are excluded.
Gross Monthly Salary - Mean (S$)	gross_monthly_mean	Text	-	Gross monthly salary pertains only to full-time permanently employed graduates. It comprises basic salary, overtime payments, commissions, fixed allowances, and other regular cash payments, before deductions of the employee’s CPF contributions and personal income tax. Employer’s CPF contributions, bonuses, stock options, lump sum payments, and payments-in-kind are excluded.
Gross Monthly Salary - Median (S$)	gross_monthly_median	Text	-	Gross monthly salary pertains only to full-time permanently employed graduates. It comprises basic salary, overtime payments, commissions, fixed allowances, and other regular cash payments, before deductions of the employee’s CPF contributions and personal income tax. Employer’s CPF contributions, bonuses, stock options, lump sum payments, and payments-in-kind are excluded.

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