The table below looks at the statistics for ETL skills in IT jobs advertised for the Cambridge region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 16 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Cambridgeshire / Cambridge
Rank 83 90 107
Rank change year-on-year
+7 +17
Permanent jobs citing ETL 18 16 4
As % of all permanent IT jobs located in Cambridge 1.61% 1.14% 0.25%
As % of the Processes & Methodologies category 1.89% 1.30% 0.29%
Number of salaries quoted 17 13 4
Median salary £77,500 £50,000 £43,250
Median salary % change year-on-year
+55.00% +15.60%
90% offered a salary of more than £58,000 £34,000 £38,000
10% offered a salary of more than £104,500 £60,000 £49,550
UK excluding London median salary £45,000 £44,795 £45,000
% change year-on-year
+0.45% -0.45%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Cambridge region.

Processes & Methodologies Category
Cambridge
Permanent IT job ads with a match in the
Processes & Methodologies category
952 1229 1378
As % of all permanent IT jobs located in Cambridge 85.08% 87.29% 85.22%
Number of salaries quoted 830 981 1068
Median salary £46,000 £45,000 £42,500
Median salary % change year-on-year
+2.22% +5.88%
90% offered a salary of more than £31,684 £33,000 £30,000
10% offered a salary of more than £65,000 £57,500 £60,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

ETL
Jobs Demand Trend in Cambridge

The demand trend of job ads across the Cambridge region citing ETL as a proportion of all IT jobs with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in Cambridge

ETL
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL across the Cambridge region.

ETL Salary Trend in Cambridge

ETL
Salary Histogram in Cambridge

This chart provides a salary histogram for IT jobs citing ETL across the Cambridge region over the 3 months to 16 January 2017.

ETL Salary Histogram in Cambridge

ETL
Top 30 Related IT Skills in Cambridge

For the 6 months to 16 January 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridge region with a requirement for ETL.

1 26 (74.29%) Business Intelligence
2 22 (62.86%) SAP
3 21 (60.00%) Finance
3 21 (60.00%) Software Engineering
4 20 (57.14%) Spotfire
5 19 (54.29%) BusinessObjects
6 17 (48.57%) Oracle BI EE
7 16 (45.71%) Business Analysis
7 16 (45.71%) Analytics
7 16 (45.71%) Project Management
8 15 (42.86%) Agile Software Development
8 15 (42.86%) SQL
9 14 (40.00%) JavaScript
9 14 (40.00%) Python
9 14 (40.00%) Analytical Skills
10 13 (37.14%) Unix
10 13 (37.14%) PL/SQL
10 13 (37.14%) Data Warehouse
10 13 (37.14%) ERP
10 13 (37.14%) Data Modelling
11 12 (34.29%) Oracle
11 12 (34.29%) Data Management
11 12 (34.29%) Master Data Management
12 11 (31.43%) REST
13 10 (28.57%) Statistics
13 10 (28.57%) Mathematics
13 10 (28.57%) Oracle APEX
13 10 (28.57%) Pharmaceutical
13 10 (28.57%) Data Analytics
13 10 (28.57%) Lumira

ETL
Top Related IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 9 (25.71%) SharePoint
2 5 (14.29%) Apache Spark
3 3 (8.57%) SAS
Applications
1 3 (8.57%) SPSS
2 2 (5.71%) MS Excel
Business Applications
1 3 (8.57%) Oracle BPM
1 3 (8.57%) SAP CO
1 3 (8.57%) SAP FI
1 3 (8.57%) SAP FI/CO
2 2 (5.71%) SAP R/3
3 1 (2.86%) SAP MDM
Cloud Services
1 4 (11.43%) Amazon AWS
2 1 (2.86%) Cloud Computing
Database & Business Intelligence
1 20 (57.14%) Spotfire
2 19 (54.29%) BusinessObjects
3 17 (48.57%) Oracle BI EE
4 13 (37.14%) Data Warehouse
5 10 (28.57%) Lumira
6 9 (25.71%) SAP BW
7 5 (14.29%) Big Data
8 4 (11.43%) SQL Server
9 3 (8.57%) Apache Hive
9 3 (8.57%) Hadoop
9 3 (8.57%) Oracle Database
10 2 (5.71%) Data Lake
10 2 (5.71%) Oracle ODI
10 2 (5.71%) Power BI
10 2 (5.71%) QlikView
10 2 (5.71%) SAP HANA
10 2 (5.71%) SQL Server 2008
10 2 (5.71%) SQL Server Analysis Services
10 2 (5.71%) SQL Server Integration Services
10 2 (5.71%) SQL Server Reporting Services
Development Applications
1 10 (28.57%) Oracle APEX
2 5 (14.29%) Talend Open Studio
3 1 (2.86%) ERwin
3 1 (2.86%) JIRA
General
1 21 (60.00%) Finance
2 10 (28.57%) Pharmaceutical
3 2 (5.71%) Billing
3 2 (5.71%) Legal
Job Titles
1 10 (28.57%) Architect
2 9 (25.71%) Solutions Architect
3 7 (20.00%) Data Scientist
3 7 (20.00%) Enterprise Solutions Architect
3 7 (20.00%) Senior Architect
3 7 (20.00%) Senior Solutions Architect
4 6 (17.14%) Project Manager
5 5 (14.29%) Analyst
5 5 (14.29%) Business Intelligence Analyst
6 4 (11.43%) Business Intelligence Manager
6 4 (11.43%) Business Intelligence Project Manager
6 4 (11.43%) Developer
6 4 (11.43%) Systems Manager
7 3 (8.57%) Consultant
8 2 (5.71%) Oracle Developer
8 2 (5.71%) SAP Architect
8 2 (5.71%) SAP Consultant
8 2 (5.71%) SAP FI Consultant
8 2 (5.71%) SAP FI/CO Consultant
8 2 (5.71%) SAP Solutions Architect
Libraries, Frameworks & Software Standards
1 11 (31.43%) REST
2 9 (25.71%) XML
3 4 (11.43%) scikit-learn
4 2 (5.71%) Apache Flex
4 2 (5.71%) D3.js
4 2 (5.71%) Web Services
Miscellaneous
1 14 (40.00%) Analytical Skills
2 10 (28.57%) Mathematics
2 10 (28.57%) Statistics
3 5 (14.29%) Visualisation
4 4 (11.43%) Algorithms
4 4 (11.43%) Physics
5 1 (2.86%) Data Integration
5 1 (2.86%) Taxonomies
Operating Systems
1 13 (37.14%) Unix
Processes & Methodologies
1 26 (74.29%) Business Intelligence
2 21 (60.00%) Software Engineering
3 16 (45.71%) Analytics
3 16 (45.71%) Business Analysis
3 16 (45.71%) Project Management
4 15 (42.86%) Agile Software Development
5 13 (37.14%) Data Modelling
5 13 (37.14%) ERP
6 12 (34.29%) Data Management
6 12 (34.29%) Master Data Management
7 10 (28.57%) Data Analytics
8 9 (25.71%) Enterprise Architecture
9 8 (22.86%) Data Virtualisation
10 7 (20.00%) Document Management
10 7 (20.00%) Load Testing
10 7 (20.00%) Service Design
10 7 (20.00%) Use Case
11 6 (17.14%) Data Analysis
11 6 (17.14%) Machine Learning
12 5 (14.29%) Stakeholder Management
Programming Languages
1 15 (42.86%) SQL
2 14 (40.00%) JavaScript
2 14 (40.00%) Python
3 13 (37.14%) PL/SQL
4 9 (25.71%) VBA
5 8 (22.86%) R
6 4 (11.43%) Java
Qualifications
1 6 (17.14%) Degree
2 2 (5.71%) ACCA
2 2 (5.71%) SAP Certification
Quality Assurance & Compliance
1 1 (2.86%) Data Quality
1 1 (2.86%) SNOMED CT
Vendors
1 22 (62.86%) SAP
2 12 (34.29%) Oracle
3 9 (25.71%) Hyperion
4 5 (14.29%) Talend
5 4 (11.43%) Cognos
6 3 (8.57%) IBM
6 3 (8.57%) Tableau
7 2 (5.71%) Microsoft
8 1 (2.86%) Cognizant
8 1 (2.86%) Informatica
8 1 (2.86%) TIBCO