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 20 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Feb 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Cambridgeshire / Cambridge
Rank 97 96 107
Rank change year-on-year
-1 +11
Permanent jobs citing ETL 10 16 6
As % of all permanent IT jobs located in Cambridge 0.84% 1.07% 0.37%
As % of the Processes & Methodologies category 0.93% 1.19% 0.43%
Number of salaries quoted 9 14 5
Median salary £77,500 £50,000 £70,000
Median salary % change year-on-year
+55.00% -28.57%
90% offered a salary of more than £62,000 £43,000 £49,100
10% offered a salary of more than £97,500 £60,000 £84,000
UK excluding London median salary £45,000 £45,000 £44,500
% change year-on-year
- +1.12%

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
1071 1339 1380
As % of all permanent IT jobs located in Cambridge 90.00% 89.81% 85.19%
Number of salaries quoted 888 1017 1093
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £30,000 £31,500 £30,000
10% offered a salary of more than £67,500 £56,400 £62,500
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 20 February 2017.

ETL Salary Histogram in Cambridge

ETL
Top 30 Related IT Skills in Cambridge

For the 6 months to 20 February 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 21 (70.00%) Business Intelligence
1 21 (70.00%) Finance
2 20 (66.67%) SAP
3 17 (56.67%) BusinessObjects
3 17 (56.67%) Project Management
3 17 (56.67%) Software Engineering
3 17 (56.67%) Spotfire
3 17 (56.67%) Oracle BI EE
4 15 (50.00%) Business Analysis
5 14 (46.67%) ERP
6 13 (43.33%) Data Warehouse
6 13 (43.33%) Analytical Skills
7 12 (40.00%) Data Modelling
8 11 (36.67%) Analytics
8 11 (36.67%) Business Process Analysis
9 10 (33.33%) Lumira
9 10 (33.33%) Mathematics
9 10 (33.33%) Python
9 10 (33.33%) Oracle
9 10 (33.33%) JavaScript
9 10 (33.33%) SQL
9 10 (33.33%) Hyperion
9 10 (33.33%) SAP BW
9 10 (33.33%) Statistics
9 10 (33.33%) Agile Software Development
10 9 (30.00%) Enterprise Architecture
10 9 (30.00%) SharePoint
10 9 (30.00%) Pharmaceutical
10 9 (30.00%) VBA
10 9 (30.00%) PL/SQL

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 (30.00%) SharePoint
2 5 (16.67%) Apache Spark
Applications
1 2 (6.67%) MS Excel
Business Applications
1 3 (10.00%) Oracle BPM
1 3 (10.00%) SAP CO
1 3 (10.00%) SAP FI
1 3 (10.00%) SAP FI/CO
2 2 (6.67%) SAP R/3
Cloud Services
1 1 (3.33%) Amazon AWS
1 1 (3.33%) Cloud Computing
Database & Business Intelligence
1 17 (56.67%) BusinessObjects
1 17 (56.67%) Oracle BI EE
1 17 (56.67%) Spotfire
2 13 (43.33%) Data Warehouse
3 10 (33.33%) Lumira
3 10 (33.33%) SAP BW
4 3 (10.00%) SQL Server
5 2 (6.67%) Big Data
5 2 (6.67%) Data Lake
5 2 (6.67%) Power BI
5 2 (6.67%) QlikView
5 2 (6.67%) SAP HANA
5 2 (6.67%) SQL Server 2008
5 2 (6.67%) SQL Server Analysis Services
5 2 (6.67%) SQL Server Integration Services
5 2 (6.67%) SQL Server Reporting Services
6 1 (3.33%) MySQL
6 1 (3.33%) Oracle Database
6 1 (3.33%) Oracle ODI
Development Applications
1 9 (30.00%) Oracle APEX
2 1 (3.33%) JIRA
2 1 (3.33%) Talend Open Studio
General
1 21 (70.00%) Finance
2 9 (30.00%) Pharmaceutical
3 2 (6.67%) Billing
3 2 (6.67%) Legal
Job Titles
1 9 (30.00%) Architect
1 9 (30.00%) Solutions Architect
2 7 (23.33%) Data Scientist
2 7 (23.33%) Enterprise Solutions Architect
2 7 (23.33%) Project Manager
2 7 (23.33%) Senior Architect
2 7 (23.33%) Senior Solutions Architect
3 5 (16.67%) Analyst
3 5 (16.67%) Business Intelligence Analyst
3 5 (16.67%) Business Intelligence Manager
3 5 (16.67%) Business Intelligence Project Manager
3 5 (16.67%) Systems Manager
4 3 (10.00%) Consultant
5 2 (6.67%) Applications Architect
5 2 (6.67%) Enterprise Architect
5 2 (6.67%) SAP CO Consultant
5 2 (6.67%) SAP Consultant
5 2 (6.67%) SAP FI Consultant
5 2 (6.67%) SAP FI/CO Consultant
5 2 (6.67%) SAP Solutions Architect
Libraries, Frameworks & Software Standards
1 9 (30.00%) XML
2 7 (23.33%) REST
3 4 (13.33%) scikit-learn
4 2 (6.67%) Apache Flex
4 2 (6.67%) D3.js
Miscellaneous
1 13 (43.33%) Analytical Skills
2 4 (13.33%) Algorithms
Operating Systems
1 9 (30.00%) Unix
Processes & Methodologies
1 21 (70.00%) Business Intelligence
2 17 (56.67%) Project Management
2 17 (56.67%) Software Engineering
3 15 (50.00%) Business Analysis
4 14 (46.67%) ERP
5 12 (40.00%) Data Modelling
6 11 (36.67%) Analytics
6 11 (36.67%) Business Process Analysis
7 10 (33.33%) Agile Software Development
7 10 (33.33%) Mathematics
7 10 (33.33%) Statistics
8 9 (30.00%) Enterprise Architecture
9 7 (23.33%) Data Management
9 7 (23.33%) Data Virtualisation
9 7 (23.33%) Document Management
9 7 (23.33%) Load Testing
9 7 (23.33%) Master Data Management
9 7 (23.33%) Service Design
9 7 (23.33%) Use Case
10 6 (20.00%) Machine Learning
Programming Languages
1 10 (33.33%) JavaScript
1 10 (33.33%) Python
1 10 (33.33%) SQL
2 9 (30.00%) PL/SQL
2 9 (30.00%) VBA
3 8 (26.67%) R
Qualifications
1 6 (20.00%) Degree
2 2 (6.67%) ACCA
2 2 (6.67%) SAP Certification
Vendors
1 20 (66.67%) SAP
2 10 (33.33%) Hyperion
2 10 (33.33%) Oracle
3 3 (10.00%) Cognos
3 3 (10.00%) Tableau
4 2 (6.67%) Microsoft
5 1 (3.33%) Cognizant
5 1 (3.33%) Talend