The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cambridgeshire / Cambridge
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 109 110 114
Rank change year-on-year +1 +4  
Permanent jobs citing ETL 11 1 1
As % of all permanent IT jobs advertised in Cambridge 0.81% 0.084% 0.070%
As % of the Processes & Methodologies category 0.92% 0.095% 0.081%
Number of salaries quoted 7 1 1
Median salary £41,000 £50,000 £55,000
Median salary % change year-on-year -18.00% -9.09%  
90% offered a salary of more than £38,600 £45,000 £50,000
10% offered a salary of more than £58,500 £55,000 £60,000
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for process and methodology skills.

Process & Methodology Skills
Cambridge
Permanent job vacancies with a requirement for process and methodology skills 1198 1051 1235
As % of all permanent IT job vacancies advertised in Cambridge 88.02% 88.77% 86.67%
Number of salaries quoted 4265 3259 4279
Median salary £50,000 £46,000 £45,000
Median salary % change year-on-year +8.69% +2.22%  
90% offered a salary of more than £30,000 £31,250 £27,500
10% offered a salary of more than £72,500 £58,750 £66,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Cambridge

Job postings citing ETL as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for ETL in Cambridge

ETL
Salary Trend in Cambridge

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

Salary trend for ETL in Cambridge

ETL
Salary Histogram in Cambridge

The salary distribution of IT jobs citing ETL in Cambridge over the 3 months to 28 June 2017.

Salary histogram for ETL in Cambridge

For the 6 months to 28 June 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 16 (76.19%) SAP
1 16 (76.19%) Data Warehouse
1 16 (76.19%) Business Intelligence
2 15 (71.43%) BusinessObjects
3 14 (66.67%) Analytical Skills
4 13 (61.90%) SAP BW
5 10 (47.62%) Project Management
5 10 (47.62%) ERP
5 10 (47.62%) SQL
5 10 (47.62%) Finance
5 10 (47.62%) IT Strategy
6 9 (42.86%) Spotfire
6 9 (42.86%) Oracle BI EE
7 8 (38.10%) Relational Database
7 8 (38.10%) Data Management
7 8 (38.10%) Oracle
7 8 (38.10%) Data Modelling
8 7 (33.33%) Hyperion
8 7 (33.33%) SAP R/3
8 7 (33.33%) SQL Server
8 7 (33.33%) Stakeholder Management
8 7 (33.33%) Risk Management
8 7 (33.33%) Workflow
8 7 (33.33%) Time Management
9 6 (28.57%) Dimensional Modelling
9 6 (28.57%) Data Integration
9 6 (28.57%) Data Architecture
9 6 (28.57%) Post-Production
10 4 (19.05%) Software Engineering
10 4 (19.05%) Agile Software Development

ETL
Co-occurring 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 3 (14.29%) Apache Spark
1 3 (14.29%) SharePoint
2 1 (4.76%) Apache Pig
Applications
1 2 (9.52%) Microsoft Excel
Business Applications
1 7 (33.33%) SAP R/3
2 1 (4.76%) SAP CO
2 1 (4.76%) SAP FI
2 1 (4.76%) SAP FI/CO
Database & Business Intelligence
1 16 (76.19%) Data Warehouse
2 15 (71.43%) BusinessObjects
3 13 (61.90%) SAP BW
4 9 (42.86%) Oracle BI EE
4 9 (42.86%) Spotfire
5 8 (38.10%) Relational Database
6 7 (33.33%) SQL Server
7 2 (9.52%) Big Data
7 2 (9.52%) Lumira
7 2 (9.52%) RDBMS
8 1 (4.76%) Apache Cassandra
8 1 (4.76%) Apache Hive
8 1 (4.76%) Flink
8 1 (4.76%) Hadoop
8 1 (4.76%) HBase
8 1 (4.76%) OLAP
8 1 (4.76%) OLTP
8 1 (4.76%) PostgreSQL
8 1 (4.76%) SAP HANA
8 1 (4.76%) SQL Server Analysis Services
Development Applications
1 2 (9.52%) Oracle APEX
General
1 10 (47.62%) Finance
2 2 (9.52%) Pharmaceutical
3 1 (4.76%) Advertising
3 1 (4.76%) Billing
3 1 (4.76%) Legal
Job Titles
1 7 (33.33%) Business Intelligence Manager
1 7 (33.33%) Business Intelligence Project Manager
1 7 (33.33%) Project Manager
1 7 (33.33%) Systems Manager
2 6 (28.57%) Analyst
2 6 (28.57%) Business Intelligence Analyst
3 3 (14.29%) Architect
3 3 (14.29%) Solutions Architect
4 2 (9.52%) Administrator
4 2 (9.52%) Data Scientist
4 2 (9.52%) Enterprise Solutions Architect
4 2 (9.52%) Senior Architect
4 2 (9.52%) Senior Solutions Architect
5 1 (4.76%) Database Engineer
5 1 (4.76%) DevOps Engineer
5 1 (4.76%) Hadoop Administrator
5 1 (4.76%) Hadoop Developer
5 1 (4.76%) PostgreSQL DBA
5 1 (4.76%) SAP Financial Architect
5 1 (4.76%) SAP Financial Consultant
Libraries, Frameworks & Software Standards
1 2 (9.52%) REST
1 2 (9.52%) XML
2 1 (4.76%) Kafka
Miscellaneous
1 14 (66.67%) Analytical Skills
2 1 (4.76%) Computer Science
2 1 (4.76%) Data Structures
Operating Systems
1 3 (14.29%) Unix
2 2 (9.52%) Linux
Processes & Methodologies
1 16 (76.19%) Business Intelligence
2 10 (47.62%) ERP
2 10 (47.62%) IT Strategy
2 10 (47.62%) Project Management
3 8 (38.10%) Data Management
3 8 (38.10%) Data Modelling
4 7 (33.33%) Risk Management
4 7 (33.33%) Stakeholder Management
4 7 (33.33%) Time Management
4 7 (33.33%) Workflow
5 6 (28.57%) Data Architecture
5 6 (28.57%) Data Integration
5 6 (28.57%) Dimensional Modelling
5 6 (28.57%) Post-Production
6 4 (19.05%) Agile Software Development
6 4 (19.05%) Software Engineering
7 3 (14.29%) Business Analysis
7 3 (14.29%) Business Process Analysis
7 3 (14.29%) Enterprise Architecture
8 2 (9.52%) Business Process Modelling
Programming Languages
1 10 (47.62%) SQL
2 4 (19.05%) PL/SQL
3 3 (14.29%) Python
4 2 (9.52%) JavaScript
4 2 (9.52%) R
4 2 (9.52%) T-SQL
4 2 (9.52%) VBA
5 1 (4.76%) Bash Shell
5 1 (4.76%) C
5 1 (4.76%) Java
5 1 (4.76%) Perl
5 1 (4.76%) Scala
Qualifications
1 1 (4.76%) ACCA
1 1 (4.76%) Computer Science Degree
1 1 (4.76%) Degree
1 1 (4.76%) SAP Certification
System Software
1 1 (4.76%) HDFS
Systems Management
1 1 (4.76%) Oozie
Vendors
1 16 (76.19%) SAP
2 8 (38.10%) Oracle
3 7 (33.33%) Hyperion
4 1 (4.76%) Microsoft