Period
to 20 October 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 20 October 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
20 Oct 2018
Same period 2017 Same period 2016
Rank 107 182 129
Rank change year-on-year +75 -53 +41
Permanent jobs citing ETL 74 23 56
As % of all permanent IT jobs advertised in Cambridgeshire 2.16% 0.61% 1.58%
As % of the Processes & Methodologies category 2.35% 0.66% 1.77%
Number of salaries quoted 40 21 51
Cambridgeshire median annual salary £45,000 £35,000 £50,000
Median salary % change year-on-year +28.57% -30.00% +11.11%
10th Percentile £41,100 £31,250 £32,500
90th Percentile £60,000 £61,250 £72,500
East of England median annual salary £50,000 £45,000 £50,000
% change year-on-year +11.11% -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 3,151 3,490 3,170
As % of all permanent IT jobs advertised in Cambridgeshire 91.95% 92.28% 89.42%
Number of salaries quoted 2,153 2,712 2,614
Cambridgeshire median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £70,000 £70,000 £66,250
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 20 October 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 20 October 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 -1 34 £45,000 -21.74% 5
Cambridge +52 33 £47,500 +46.15% 2
Huntingdon - 4 £42,500 -
ETL
East of England

For the 6 months to 20 October 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 58 (78.38%) SQL Server Integration Services
2 54 (72.97%) SQL Server Reporting Services
3 51 (68.92%) SQL Server
4 44 (59.46%) Microsoft
5 43 (58.11%) Analytics
6 42 (56.76%) Business Intelligence
7 40 (54.05%) SQL Server Analysis Services
8 38 (51.35%) SQL
9 33 (44.59%) Data Warehouse
10 30 (40.54%) Microsoft Azure
11 22 (29.73%) Cognos
11 22 (29.73%) Data Modelling
12 21 (28.38%) Cognos Business Intelligence
12 21 (28.38%) Power BI
13 20 (27.03%) Data Integration
14 19 (25.68%) Hadoop
14 19 (25.68%) Cognos TM1
15 18 (24.32%) Agile Software Development
15 18 (24.32%) T-SQL
15 18 (24.32%) Azure Data Factory
16 17 (22.97%) Microsoft Excel
17 15 (20.27%) Relational Database
17 15 (20.27%) Retail
18 14 (18.92%) Data Management
18 14 (18.92%) PowerPivot
19 13 (17.57%) Hortonworks
19 13 (17.57%) Mentoring
19 13 (17.57%) Data Science
19 13 (17.57%) CA
20 12 (16.22%) SQL Server 2008

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 (14.86%) BizTalk Server
2 9 (12.16%) Oracle SOA Suite
3 8 (10.81%) Apache Spark
4 5 (6.76%) SharePoint
Applications
1 17 (22.97%) Microsoft Excel
Business Applications
1 21 (28.38%) Cognos Business Intelligence
2 19 (25.68%) Cognos TM1
3 4 (5.41%) Dynamics CRM
4 1 (1.35%) Dynamics AX
Cloud Services
1 30 (40.54%) Microsoft Azure
2 18 (24.32%) Azure Data Factory
3 12 (16.22%) Amazon AWS
4 3 (4.05%) Office 365
5 2 (2.70%) Dynamics 365
6 1 (1.35%) Amazon EMR
6 1 (1.35%) Amazon S3
Communications & Networking
1 1 (1.35%) SMS
Database & Business Intelligence
1 58 (78.38%) SQL Server Integration Services
2 54 (72.97%) SQL Server Reporting Services
3 51 (68.92%) SQL Server
4 40 (54.05%) SQL Server Analysis Services
5 33 (44.59%) Data Warehouse
6 21 (28.38%) Power BI
7 19 (25.68%) Hadoop
8 15 (20.27%) Relational Database
9 14 (18.92%) PowerPivot
10 12 (16.22%) SQL Server 2008
11 11 (14.86%) Microsoft Power View
12 9 (12.16%) Apache Hive
13 8 (10.81%) Sqoop
14 7 (9.46%) Microsoft Analysis Services
14 7 (9.46%) OLAP
15 6 (8.11%) Azure SQL Database
15 6 (8.11%) Crystal Reports
15 6 (8.11%) Data Lake
16 5 (6.76%) Big Data
17 4 (5.41%) SQL Server 2012
Development Applications
1 2 (2.70%) SQL Server Management Studio (SSMS)
2 1 (1.35%) GitLab
General
1 15 (20.27%) Retail
2 9 (12.16%) Finance
3 3 (4.05%) Advertising
4 1 (1.35%) Games
4 1 (1.35%) Manufacturing
4 1 (1.35%) Marketing
4 1 (1.35%) Pharmaceutical
4 1 (1.35%) Publishing
Job Titles
1 46 (62.16%) Developer
2 25 (33.78%) Business Intelligence Developer
3 16 (21.62%) Hadoop Developer
4 13 (17.57%) Architect
5 12 (16.22%) Business Intelligence Architect
6 11 (14.86%) Business Intelligence Consultant
6 11 (14.86%) Consultant
7 10 (13.51%) Microsoft BI Consultant
7 10 (13.51%) Microsoft Consultant
7 10 (13.51%) Technical Consultant
8 9 (12.16%) Report Developer
9 8 (10.81%) Administrator
9 8 (10.81%) Business Developer
9 8 (10.81%) DBA
9 8 (10.81%) Principal Developer
9 8 (10.81%) SQL DBA
10 6 (8.11%) ETL Developer
11 5 (6.76%) SQL BI Developer
11 5 (6.76%) SQL Developer
12 4 (5.41%) SQL Server BI Developer
Libraries, Frameworks & Software Standards
1 11 (14.86%) Middleware
2 8 (10.81%) Kafka
3 5 (6.76%) .NET
4 2 (2.70%) .NET Framework
4 2 (2.70%) JSON
4 2 (2.70%) WPF
5 1 (1.35%) Apache Camel
5 1 (1.35%) REST
5 1 (1.35%) SOAP
5 1 (1.35%) Web Services
Miscellaneous
1 7 (9.46%) Analytical Skills
1 7 (9.46%) Data Structures
2 2 (2.70%) Clustering
2 2 (2.70%) Replication
3 1 (1.35%) Computer Science
3 1 (1.35%) Self-Motivation
Operating Systems
1 4 (5.41%) Windows
2 2 (2.70%) Windows Server
2 2 (2.70%) Windows Server 2003
2 2 (2.70%) Windows Server 2008
2 2 (2.70%) Windows Server 2012
3 1 (1.35%) Linux
Processes & Methodologies
1 43 (58.11%) Analytics
2 42 (56.76%) Business Intelligence
3 22 (29.73%) Data Modelling
4 20 (27.03%) Data Integration
5 18 (24.32%) Agile Software Development
6 14 (18.92%) Data Management
7 13 (17.57%) Data Science
7 13 (17.57%) Mentoring
8 11 (14.86%) Presales
9 10 (13.51%) Data Analysis
10 9 (12.16%) SOA
11 8 (10.81%) Data Governance
11 8 (10.81%) MapReduce
11 8 (10.81%) PRINCE2
11 8 (10.81%) Waterfall
12 6 (8.11%) CRM
12 6 (8.11%) ITIL
13 4 (5.41%) Disaster Recovery
13 4 (5.41%) Operations Management
13 4 (5.41%) Visualisation
Programming Languages
1 38 (51.35%) SQL
2 18 (24.32%) T-SQL
3 11 (14.86%) Java
4 10 (13.51%) Bash Shell
4 10 (13.51%) Python
4 10 (13.51%) Scala
5 8 (10.81%) R
6 7 (9.46%) Data Analysis Expressions (DAX)
7 5 (6.76%) PowerShell
8 4 (5.41%) C#
9 1 (1.35%) Perl
9 1 (1.35%) PHP
Qualifications
1 4 (5.41%) MCP
Quality Assurance & Compliance
1 10 (13.51%) QA
2 2 (2.70%) Data Quality
System Software
1 8 (10.81%) HDFS
Systems Management
1 8 (10.81%) Oozie
Vendors
1 44 (59.46%) Microsoft
2 22 (29.73%) Cognos
3 13 (17.57%) CA
3 13 (17.57%) Hortonworks
4 12 (16.22%) Talend
5 11 (14.86%) Informatica
6 9 (12.16%) Hyperion
6 9 (12.16%) Oracle
7 4 (5.41%) Databricks
7 4 (5.41%) Tableau
8 2 (2.70%) WorldPay
9 1 (1.35%) Google
9 1 (1.35%) JD Edwards