Period
to 16 July 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 16 July 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
16 Jul 2018
Same period 2017 Same period 2016
Rank 145 161 135
Rank change year-on-year +16 -26 +36
Permanent jobs citing ETL 58 37 59
As % of all permanent IT jobs advertised in Cambridgeshire 1.41% 0.99% 1.46%
As % of the Processes & Methodologies category 1.52% 1.10% 1.63%
Number of salaries quoted 27 30 54
Cambridgeshire median annual salary £45,000 £44,500 £43,000
Median salary % change year-on-year +1.12% +3.49% -36.30%
10th Percentile £40,660 £31,250 £35,725
90th Percentile £49,750 £78,750 £71,250
East of England median annual salary £45,000 £45,000 £50,000
% change year-on-year - -10.00% +5.26%

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 3,805 3,361 3,622
As % of all permanent IT jobs advertised in Cambridgeshire 92.40% 89.75% 89.92%
Number of salaries quoted 2,450 2,557 2,901
Cambridgeshire median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £27,000 £27,500
90th Percentile £67,500 £70,000 £65,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +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 16 July 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 16 July 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
Peterborough - 30 £45,000 - 3
Cambridge -10 21 £47,500 +15.85%
Huntingdon - 6 £42,500 - 1
ETL
East of England

For the 6 months to 16 July 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 52 (89.66%) SQL Server
2 47 (81.03%) SQL Server Integration Services
3 44 (75.86%) SQL Server Reporting Services
4 43 (74.14%) Microsoft
5 37 (63.79%) Business Intelligence
6 31 (53.45%) Analytics
7 28 (48.28%) SQL Server Analysis Services
8 27 (46.55%) Data Warehouse
9 24 (41.38%) SQL
10 21 (36.21%) Cognos
10 21 (36.21%) Microsoft Azure
10 21 (36.21%) Cognos Business Intelligence
10 21 (36.21%) Power BI
11 20 (34.48%) Data Integration
11 20 (34.48%) T-SQL
12 19 (32.76%) Cognos TM1
13 15 (25.86%) Data Modelling
14 14 (24.14%) Microsoft Excel
15 12 (20.69%) Azure Data Factory
16 11 (18.97%) Talend
16 11 (18.97%) SQL Server 2012
16 11 (18.97%) Microsoft Power View
16 11 (18.97%) PowerPivot
16 11 (18.97%) Middleware
16 11 (18.97%) Informatica
16 11 (18.97%) BizTalk Server
16 11 (18.97%) OLAP
16 11 (18.97%) ITIL
17 10 (17.24%) Oracle
17 10 (17.24%) Finance

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 11 (18.97%) BizTalk Server
2 9 (15.52%) Oracle SOA Suite
3 5 (8.62%) SharePoint
4 4 (6.90%) Apache Spark
5 1 (1.72%) Apache
5 1 (1.72%) Apache Solr
5 1 (1.72%) SAS
Applications
1 14 (24.14%) Microsoft Excel
Business Applications
1 21 (36.21%) Cognos Business Intelligence
2 19 (32.76%) Cognos TM1
3 2 (3.45%) Dynamics CRM
Cloud Services
1 21 (36.21%) Microsoft Azure
2 12 (20.69%) Azure Data Factory
3 9 (15.52%) Amazon AWS
4 2 (3.45%) Office 365
5 1 (1.72%) Dynamics 365
Communications & Networking
1 2 (3.45%) SAN
2 1 (1.72%) SMS
Database & Business Intelligence
1 52 (89.66%) SQL Server
2 47 (81.03%) SQL Server Integration Services
3 44 (75.86%) SQL Server Reporting Services
4 28 (48.28%) SQL Server Analysis Services
5 27 (46.55%) Data Warehouse
6 21 (36.21%) Power BI
7 11 (18.97%) Microsoft Power View
7 11 (18.97%) OLAP
7 11 (18.97%) PowerPivot
7 11 (18.97%) SQL Server 2012
8 7 (12.07%) Relational Database
8 7 (12.07%) SQL Server 2008
9 6 (10.34%) SQL Server 2005
10 5 (8.62%) OLTP
10 5 (8.62%) SQL Server 2016
11 4 (6.90%) Apache Hive
11 4 (6.90%) Hadoop
12 3 (5.17%) Amazon RDS
12 3 (5.17%) MySQL
12 3 (5.17%) Sqoop
Development Applications
1 5 (8.62%) SQL Server Management Studio (SSMS)
General
1 10 (17.24%) Finance
2 5 (8.62%) Advertising
3 4 (6.90%) Retail
4 1 (1.72%) Games
4 1 (1.72%) Manufacturing
4 1 (1.72%) Marketing
Job Titles
1 25 (43.10%) Developer
2 19 (32.76%) Business Intelligence Developer
3 14 (24.14%) Administrator
3 14 (24.14%) DBA
4 12 (20.69%) Architect
4 12 (20.69%) SQL DBA
5 11 (18.97%) Business Intelligence Architect
6 10 (17.24%) Business Intelligence Consultant
6 10 (17.24%) Consultant
6 10 (17.24%) Microsoft BI Consultant
6 10 (17.24%) Microsoft Consultant
6 10 (17.24%) Technical Consultant
7 9 (15.52%) Report Developer
8 4 (6.90%) Business Developer
8 4 (6.90%) SQL Server DBA
9 3 (5.17%) Applications Developer
9 3 (5.17%) Data Engineer
9 3 (5.17%) Data Warehouse Developer
9 3 (5.17%) Hadoop Developer
9 3 (5.17%) Principal Developer
Libraries, Frameworks & Software Standards
1 11 (18.97%) Middleware
2 7 (12.07%) .NET
3 5 (8.62%) WPF
4 4 (6.90%) Kafka
5 1 (1.72%) .NET Framework
5 1 (1.72%) Akka
5 1 (1.72%) TensorFlow
Miscellaneous
1 10 (17.24%) Replication
2 9 (15.52%) Analytical Skills
3 6 (10.34%) Clustering
4 4 (6.90%) Data Structures
5 1 (1.72%) Computer Science
5 1 (1.72%) Mobile App
5 1 (1.72%) Mobile Payment
Operating Systems
1 7 (12.07%) Windows
2 6 (10.34%) Windows Server
2 6 (10.34%) Windows Server 2003
2 6 (10.34%) Windows Server 2008
2 6 (10.34%) Windows Server 2012
Processes & Methodologies
1 37 (63.79%) Business Intelligence
2 31 (53.45%) Analytics
3 20 (34.48%) Data Integration
4 15 (25.86%) Data Modelling
5 11 (18.97%) ITIL
6 10 (17.24%) Mentoring
6 10 (17.24%) Presales
7 9 (15.52%) SOA
8 8 (13.79%) Data Management
8 8 (13.79%) Problem-Solving
9 6 (10.34%) CRM
9 6 (10.34%) Database Mirroring
9 6 (10.34%) Deployment Automation
9 6 (10.34%) Stakeholder Management
10 5 (8.62%) Data Cleansing
10 5 (8.62%) Operations Management
10 5 (8.62%) Visualisation
11 4 (6.90%) Agile Software Development
11 4 (6.90%) Data Science
11 4 (6.90%) Performance Testing
Programming Languages
1 24 (41.38%) SQL
2 20 (34.48%) T-SQL
3 6 (10.34%) C#
3 6 (10.34%) PowerShell
4 5 (8.62%) Java
5 4 (6.90%) Python
5 4 (6.90%) R
5 4 (6.90%) Scala
6 3 (5.17%) Bash Shell
7 1 (1.72%) Perl
7 1 (1.72%) PHP
Qualifications
1 1 (1.72%) PhD
Quality Assurance & Compliance
1 3 (5.17%) QA
2 1 (1.72%) Data Quality
System Software
1 3 (5.17%) HDFS
2 1 (1.72%) Apache Flume
Systems Management
1 3 (5.17%) Oozie
2 1 (1.72%) Terraform
Vendors
1 43 (74.14%) Microsoft
2 21 (36.21%) Cognos
3 11 (18.97%) Informatica
3 11 (18.97%) Talend
4 10 (17.24%) Oracle
5 9 (15.52%) Hyperion
6 6 (10.34%) WorldPay
7 4 (6.90%) Hortonworks
8 3 (5.17%) CA
9 1 (1.72%) Cloudera
9 1 (1.72%) Google
9 1 (1.72%) MapR
9 1 (1.72%) SAP