Period
to 23 April 2018

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 6 months to 23 April 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
East of England > Cambridgeshire
6 months to
23 Apr 2018
Same period 2017 Same period 2016
Rank 179 137 145
Rank change year-on-year -42 +8 +3
Permanent jobs citing ETL 37 48 51
As % of all permanent IT jobs advertised in Cambridgeshire 0.81% 1.40% 1.26%
As % of the Processes & Methodologies category 0.87% 1.56% 1.40%
Number of salaries quoted 18 42 45
Cambridgeshire median annual salary £45,000 £44,500 £47,500
Median salary % change year-on-year +1.12% -6.32% -20.83%
10th Percentile £37,000 £41,125 £37,500
90th Percentile £52,500 £98,750 £65,000
East of England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - -9.52%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 4,246 3,073 3,642
As % of all permanent IT jobs advertised in Cambridgeshire 92.83% 89.38% 89.84%
Number of salaries quoted 2,899 2,430 2,881
Cambridgeshire median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% +1.18%
10th Percentile £28,750 £27,500 £28,750
90th Percentile £67,500 £64,500 £63,750
East of England median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +2.27%

ETL
Job Vacancy Trend in Cambridgeshire

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

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 6 months to 23 April 2018.

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 6 months to 23 April 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -38 22 £47,500 -38.71% 6
Peterborough - 9 £45,000 - 2
Huntingdon - 6 £37,000 - 1
ETL
East of England

For the 6 months to 23 April 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridgeshire region with a requirement for ETL.

1 32 (86.49%) SQL Server
2 23 (62.16%) SQL Server Integration Services
3 22 (59.46%) SQL
4 21 (56.76%) T-SQL
4 21 (56.76%) Microsoft
4 21 (56.76%) SQL Server Reporting Services
5 16 (43.24%) Business Intelligence
5 16 (43.24%) Data Warehouse
6 13 (35.14%) SQL Server 2012
7 11 (29.73%) Replication
8 9 (24.32%) Finance
8 9 (24.32%) Data Modelling
8 9 (24.32%) PowerShell
8 9 (24.32%) Analytical Skills
9 8 (21.62%) ITIL
10 7 (18.92%) SQL Server 2008
10 7 (18.92%) Relational Database
10 7 (18.92%) Problem-Solving
11 6 (16.22%) Deployment Automation
11 6 (16.22%) Windows Server
11 6 (16.22%) Performance Tuning
11 6 (16.22%) Kimball Methodology
11 6 (16.22%) Database Mirroring
11 6 (16.22%) WorldPay
11 6 (16.22%) SQL Server Analysis Services
11 6 (16.22%) SQL Server 2005
11 6 (16.22%) Windows Server 2008
11 6 (16.22%) Windows Server 2012
11 6 (16.22%) Windows
11 6 (16.22%) OLAP

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 2 (5.41%) Apache Solr
1 2 (5.41%) SharePoint
2 1 (2.70%) Apache
2 1 (2.70%) Apache Spark
2 1 (2.70%) Elasticsearch
2 1 (2.70%) SAS
Applications
1 5 (13.51%) Microsoft Excel
Business Applications
1 1 (2.70%) SAP MDG
1 1 (2.70%) SAP MDM
Cloud Services
1 5 (13.51%) Amazon AWS
2 3 (8.11%) Microsoft Azure
3 2 (5.41%) Google Analytics
Communications & Networking
1 3 (8.11%) SAN
Database & Business Intelligence
1 32 (86.49%) SQL Server
2 23 (62.16%) SQL Server Integration Services
3 21 (56.76%) SQL Server Reporting Services
4 16 (43.24%) Data Warehouse
5 13 (35.14%) SQL Server 2012
6 7 (18.92%) Relational Database
6 7 (18.92%) SQL Server 2008
7 6 (16.22%) OLAP
7 6 (16.22%) SQL Server 2005
7 6 (16.22%) SQL Server Analysis Services
8 5 (13.51%) BusinessObjects
8 5 (13.51%) Power BI
9 4 (10.81%) Amazon RDS
9 4 (10.81%) MySQL
9 4 (10.81%) NoSQL
9 4 (10.81%) SAP BW
10 3 (8.11%) Couchbase
10 3 (8.11%) MS Access
10 3 (8.11%) OLTP
10 3 (8.11%) SQL Server 2016
Development Applications
1 3 (8.11%) SQL Server Management Studio (SSMS)
1 3 (8.11%) Team Foundation Server
2 1 (2.70%) ERwin
General
1 9 (24.32%) Finance
2 3 (8.11%) Advertising
3 1 (2.70%) Manufacturing
Job Titles
1 14 (37.84%) DBA
2 13 (35.14%) Administrator
3 12 (32.43%) Developer
4 11 (29.73%) SQL DBA
5 6 (16.22%) Business Intelligence Developer
5 6 (16.22%) Data Warehouse Developer
6 5 (13.51%) Analyst
7 4 (10.81%) Business Intelligence Analyst
8 3 (8.11%) Microsoft Developer
8 3 (8.11%) SQL Server DBA
9 2 (5.41%) Applications Developer
9 2 (5.41%) Architect
9 2 (5.41%) Data Engineer
9 2 (5.41%) SQL Developer
10 1 (2.70%) Applications Support
10 1 (2.70%) Business Developer
10 1 (2.70%) Data Architect
10 1 (2.70%) Information Architect
10 1 (2.70%) Junior
10 1 (2.70%) Senior Analyst
Libraries, Frameworks & Software Standards
1 3 (8.11%) .NET
1 3 (8.11%) WPF
2 1 (2.70%) Akka
2 1 (2.70%) DBIx::Class
2 1 (2.70%) Kafka
2 1 (2.70%) Lucene
2 1 (2.70%) SQLAlchemy
2 1 (2.70%) TensorFlow
2 1 (2.70%) Web Services
2 1 (2.70%) Xapian
Miscellaneous
1 11 (29.73%) Replication
2 9 (24.32%) Analytical Skills
3 6 (16.22%) Clustering
4 1 (2.70%) Computer Science
4 1 (2.70%) Life Science
4 1 (2.70%) Mobile App
4 1 (2.70%) Mobile Payment
Operating Systems
1 6 (16.22%) Windows
1 6 (16.22%) Windows Server
1 6 (16.22%) Windows Server 2003
1 6 (16.22%) Windows Server 2008
1 6 (16.22%) Windows Server 2012
2 1 (2.70%) Linux
2 1 (2.70%) Unix
Processes & Methodologies
1 16 (43.24%) Business Intelligence
2 9 (24.32%) Data Modelling
3 8 (21.62%) ITIL
4 7 (18.92%) Problem-Solving
5 6 (16.22%) Database Mirroring
5 6 (16.22%) Deployment Automation
5 6 (16.22%) Kimball Methodology
5 6 (16.22%) Performance Tuning
5 6 (16.22%) Stakeholder Management
6 5 (13.51%) Analytics
6 5 (13.51%) Data Management
6 5 (13.51%) Performance Testing
7 4 (10.81%) Data Integration
7 4 (10.81%) Data Security
7 4 (10.81%) Database Tuning
7 4 (10.81%) Dimensional Modelling
8 3 (8.11%) Data Cleansing
8 3 (8.11%) ETL Development
8 3 (8.11%) Unit Testing
8 3 (8.11%) Validation
Programming Languages
1 22 (59.46%) SQL
2 21 (56.76%) T-SQL
3 9 (24.32%) PowerShell
4 3 (8.11%) C#
4 3 (8.11%) Python
4 3 (8.11%) VBA
5 2 (5.41%) R
6 1 (2.70%) Bash Shell
6 1 (2.70%) Java
6 1 (2.70%) Perl
6 1 (2.70%) Scala
Qualifications
1 1 (2.70%) PhD
Quality Assurance & Compliance
1 1 (2.70%) QA
System Software
1 1 (2.70%) Apache Flume
1 1 (2.70%) Oracle RAC
Systems Management
1 1 (2.70%) Ansible
1 1 (2.70%) Failover Clustering
1 1 (2.70%) Packer
1 1 (2.70%) Terraform
Vendors
1 21 (56.76%) Microsoft
2 6 (16.22%) Oracle
2 6 (16.22%) WorldPay
3 5 (13.51%) SAP
4 2 (5.41%) Google
5 1 (2.70%) Cloudera
5 1 (2.70%) Facebook
5 1 (2.70%) Hortonworks
5 1 (2.70%) Informatica
5 1 (2.70%) MapR
5 1 (2.70%) Tableau
5 1 (2.70%) Talend