The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 25 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
East of England / Cambridgeshire
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 120 108 131
Rank change year-on-year -12 +23  
Permanent jobs citing ETL 17 25 6
As % of all permanent IT jobs advertised in Cambridgeshire 0.90% 1.36% 0.28%
As % of the Processes & Methodologies category 1.02% 1.53% 0.32%
Number of salaries quoted 12 25 6
Median salary £42,750 £40,000 £45,000
Median salary % change year-on-year +6.87% -11.11%  
90% offered a salary of more than £41,000 £37,200 £32,500
10% offered a salary of more than £44,500 £67,500 £61,250
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 Cambridgeshire with a requirement for process and methodology skills.

Process & Methodology Skills
Cambridgeshire
Permanent job vacancies with a requirement for process and methodology skills 1673 1633 1856
As % of all permanent IT job vacancies advertised in Cambridgeshire 88.33% 88.75% 85.10%
Number of salaries quoted 1275 1353 1554
Median salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% -  
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

ETL
Job Vacancy Trend in Cambridgeshire

The job posting trend of jobs advertised in Cambridgeshire citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in Cambridgeshire

ETL
Salary Trend in Cambridgeshire

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

Salary trend for ETL in Cambridgeshire

ETL
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing ETL in Cambridgeshire over the 3 months to 25 June 2017.

Salary histogram for ETL in Cambridgeshire

ETL
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Cambridgeshire region over the 3 months to 25 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -4 11 £41,000 -18.00%
ETL
East of England

For the 6 months to 25 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 Cambridgeshire region with a requirement for ETL.

1 30 (71.43%) SQL
1 30 (71.43%) ERP
2 29 (69.05%) Oracle BI EE
3 28 (66.67%) Oracle
4 20 (47.62%) Change Management
4 20 (47.62%) Oracle EBS
4 20 (47.62%) PeopleSoft
4 20 (47.62%) Cognos
4 20 (47.62%) Oracle ODI
4 20 (47.62%) Oracle Database
5 17 (40.48%) PL/SQL
5 17 (40.48%) Data Warehouse
5 17 (40.48%) Finance
6 16 (38.10%) Business Intelligence
6 16 (38.10%) SAP
7 15 (35.71%) BusinessObjects
8 14 (33.33%) Analytical Skills
9 13 (30.95%) Data Guard
9 13 (30.95%) SAP BW
9 13 (30.95%) iTrent
10 10 (23.81%) IT Strategy
10 10 (23.81%) Project Management
11 9 (21.43%) Data Modelling
11 9 (21.43%) Linux
11 9 (21.43%) Spotfire
12 8 (19.05%) Relational Database
12 8 (19.05%) Data Management
13 7 (16.67%) Stakeholder Management
13 7 (16.67%) Risk Management
13 7 (16.67%) Workflow

ETL
Co-occurring IT Skills in Cambridgeshire 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 4 (9.52%) Apache Spark
2 3 (7.14%) SharePoint
3 2 (4.76%) Apache Pig
Applications
1 2 (4.76%) Microsoft Excel
Business Applications
1 20 (47.62%) Oracle EBS
2 13 (30.95%) iTrent
3 7 (16.67%) Oracle EBS R12
3 7 (16.67%) SAP R/3
4 1 (2.38%) SAP CO
4 1 (2.38%) SAP FI
4 1 (2.38%) SAP FI/CO
Database & Business Intelligence
1 29 (69.05%) Oracle BI EE
2 20 (47.62%) Oracle Database
2 20 (47.62%) Oracle ODI
3 17 (40.48%) Data Warehouse
4 15 (35.71%) BusinessObjects
5 13 (30.95%) SAP BW
6 9 (21.43%) Spotfire
7 8 (19.05%) Relational Database
8 7 (16.67%) Oracle Database 12c
8 7 (16.67%) SQL Server
9 3 (7.14%) Big Data
10 2 (4.76%) Apache Cassandra
10 2 (4.76%) Apache Hive
10 2 (4.76%) Flink
10 2 (4.76%) Hadoop
10 2 (4.76%) HBase
10 2 (4.76%) Lumira
10 2 (4.76%) RDBMS
11 1 (2.38%) Data Lake
11 1 (2.38%) NoSQL
Development Applications
1 2 (4.76%) Oracle APEX
General
1 17 (40.48%) Finance
2 2 (4.76%) Pharmaceutical
3 1 (2.38%) Advertising
3 1 (2.38%) Billing
3 1 (2.38%) Legal
Job Titles
1 21 (50.00%) DBA
2 20 (47.62%) Oracle DBA
3 7 (16.67%) Business Intelligence Manager
3 7 (16.67%) Business Intelligence Project Manager
3 7 (16.67%) Project Manager
3 7 (16.67%) Systems Manager
4 6 (14.29%) Analyst
4 6 (14.29%) Business Intelligence Analyst
5 3 (7.14%) Architect
5 3 (7.14%) Solutions Architect
6 2 (4.76%) Administrator
6 2 (4.76%) Data Scientist
6 2 (4.76%) Developer
6 2 (4.76%) Enterprise Solutions Architect
6 2 (4.76%) Senior Architect
6 2 (4.76%) Senior Solutions Architect
7 1 (2.38%) Big Data Developer
7 1 (2.38%) DevOps Engineer
7 1 (2.38%) Hadoop Administrator
7 1 (2.38%) Hadoop Developer
Libraries, Frameworks & Software Standards
1 2 (4.76%) Kafka
1 2 (4.76%) REST
1 2 (4.76%) XML
Miscellaneous
1 14 (33.33%) Analytical Skills
2 7 (16.67%) Enterprise Software
3 2 (4.76%) Data Structures
4 1 (2.38%) Computer Science
Operating Systems
1 9 (21.43%) Linux
2 3 (7.14%) Unix
Processes & Methodologies
1 30 (71.43%) ERP
2 20 (47.62%) Change Management
3 16 (38.10%) Business Intelligence
4 10 (23.81%) IT Strategy
4 10 (23.81%) Project Management
5 9 (21.43%) Data Modelling
6 8 (19.05%) Data Management
7 7 (16.67%) Risk Management
7 7 (16.67%) Stakeholder Management
7 7 (16.67%) Time Management
7 7 (16.67%) Workflow
8 6 (14.29%) Data Architecture
8 6 (14.29%) Data Integration
8 6 (14.29%) Dimensional Modelling
8 6 (14.29%) Post-Production
9 5 (11.90%) Agile Software Development
10 4 (9.52%) Software Engineering
11 3 (7.14%) Business Analysis
11 3 (7.14%) Business Process Analysis
11 3 (7.14%) Enterprise Architecture
Programming Languages
1 30 (71.43%) SQL
2 17 (40.48%) PL/SQL
3 7 (16.67%) Shell Script
4 3 (7.14%) Python
5 2 (4.76%) Java
5 2 (4.76%) JavaScript
5 2 (4.76%) R
5 2 (4.76%) Scala
5 2 (4.76%) T-SQL
5 2 (4.76%) VBA
6 1 (2.38%) Bash Shell
6 1 (2.38%) C
6 1 (2.38%) Perl
Qualifications
1 1 (2.38%) ACCA
1 1 (2.38%) Computer Science Degree
1 1 (2.38%) Degree
1 1 (2.38%) SAP Certification
System Software
1 2 (4.76%) HDFS
Systems Management
1 13 (30.95%) Data Guard
2 2 (4.76%) Oozie
Vendors
1 28 (66.67%) Oracle
2 20 (47.62%) Cognos
2 20 (47.62%) PeopleSoft
3 16 (38.10%) SAP
4 7 (16.67%) Hyperion
5 1 (2.38%) Microsoft