Period
to 16 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 November 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > East of England
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 127 152 160
Rank change year-on-year +25 +8 +13
Permanent jobs citing ETL 234 231 245
As % of all permanent IT jobs advertised in the East of England 2.29% 1.92% 1.84%
As % of the Processes & Methodologies category 2.54% 2.13% 2.04%
Number of salaries quoted 189 192 206
East of England median annual salary £52,500 £47,500 £50,000
Median salary % change year-on-year +10.53% -5.00% +5.26%
10th Percentile £36,750 £32,500 £36,250
90th Percentile £73,750 £66,125 £73,750
England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% -

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 the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 9,202 10,849 12,006
As % of all permanent IT jobs advertised in the East of England 90.02% 90.15% 90.13%
Number of salaries quoted 6,905 8,819 9,894
East of England median annual salary £47,500 £46,500 £45,000
Median salary % change year-on-year +2.15% +3.33% -
10th Percentile £26,500 £27,450 £26,250
90th Percentile £72,500 £70,000 £70,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

ETL
Job Vacancy Trend in the East of England

Job postings citing ETL as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for ETL in the East of England

ETL
Salary Trend in the East of England

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

Salary trend for ETL in the East of England

ETL
Salary Histogram in the East of England

The salary distribution of IT jobs citing ETL in the East of England over the 6 months to 16 November 2018.

Salary histogram for ETL in the East of England

ETL
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the East of England region over the 6 months to 16 November 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
Hertfordshire +27 115 £60,000 +16.50% 13
Cambridgeshire +67 68 £46,250 +42.31% 11
Essex -13 22 £45,000 -10.00% 5
Suffolk -8 17 £36,500 -8.75% 3
Bedfordshire -23 12 £38,250 -21.94% 1
ETL
England

For the 6 months to 16 November 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 East of England region with a requirement for ETL.

1 166 (70.94%) SQL
2 149 (63.68%) SQL Server Integration Services
3 145 (61.97%) SQL Server
4 136 (58.12%) SQL Server Reporting Services
5 123 (52.56%) Data Warehouse
5 123 (52.56%) Business Intelligence
6 116 (49.57%) Microsoft
7 108 (46.15%) SQL Server Analysis Services
8 95 (40.60%) T-SQL
9 91 (38.89%) Analytical Skills
10 81 (34.62%) Agile Software Development
11 72 (30.77%) Power BI
12 65 (27.78%) Analytics
12 65 (27.78%) C#
13 60 (25.64%) Migration
13 60 (25.64%) Data Migration
14 57 (24.36%) Microsoft Azure
14 57 (24.36%) Problem-Solving
15 55 (23.50%) Data Modelling
16 54 (23.08%) Data Analysis
17 53 (22.65%) Data Quality
18 48 (20.51%) Security Cleared
19 44 (18.80%) Microsoft Excel
20 41 (17.52%) SC Cleared
21 39 (16.67%) XML
22 38 (16.24%) VBA
22 38 (16.24%) Finance
22 38 (16.24%) Tableau
22 38 (16.24%) Azure Data Factory
23 36 (15.38%) Oracle

ETL
Co-occurring IT Skills in the East of England 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 13 (5.56%) Apache Spark
2 11 (4.70%) SharePoint
3 10 (4.27%) Confluence
4 7 (2.99%) BizTalk Server
5 5 (2.14%) Oracle SOA Suite
6 2 (0.85%) CMS
Applications
1 44 (18.80%) Microsoft Excel
2 6 (2.56%) Microsoft Office
Business Applications
1 29 (12.39%) Cognos Business Intelligence
2 25 (10.68%) Cognos TM1
3 3 (1.28%) Dynamics CRM
4 2 (0.85%) SAP Hybris
5 1 (0.43%) Dynamics AX
5 1 (0.43%) Oracle Assets
5 1 (0.43%) Oracle Cash Management
5 1 (0.43%) Oracle Payables
5 1 (0.43%) Oracle Receivables
Cloud Services
1 57 (24.36%) Microsoft Azure
2 38 (16.24%) Azure Data Factory
3 10 (4.27%) Amazon AWS
3 10 (4.27%) Office 365
4 3 (1.28%) Data Lake Analytics
5 2 (0.85%) Dynamics 365
6 1 (0.43%) Amazon EMR
6 1 (0.43%) Amazon S3
6 1 (0.43%) Boomi
Communications & Networking
1 4 (1.71%) DNS
1 4 (1.71%) Firewall
2 3 (1.28%) HTTP
2 3 (1.28%) TCP/IP
3 1 (0.43%) SMS
Database & Business Intelligence
1 149 (63.68%) SQL Server Integration Services
2 145 (61.97%) SQL Server
3 136 (58.12%) SQL Server Reporting Services
4 123 (52.56%) Data Warehouse
5 108 (46.15%) SQL Server Analysis Services
6 72 (30.77%) Power BI
7 31 (13.25%) Relational Database
8 30 (12.82%) PostgreSQL
9 28 (11.97%) Microsoft Analysis Services
10 23 (9.83%) Data Lake
11 21 (8.97%) Azure SQL Database
11 21 (8.97%) Hadoop
11 21 (8.97%) NoSQL
11 21 (8.97%) SQL Server 2016
12 19 (8.12%) SQL Server 2008
13 16 (6.84%) OLAP
14 15 (6.41%) Crystal Reports
14 15 (6.41%) MongoDB
14 15 (6.41%) MySQL
15 14 (5.98%) Azure SQL Data Warehouse
Development Applications
1 29 (12.39%) JIRA
2 17 (7.26%) Subversion
3 7 (2.99%) Team Foundation Server
4 6 (2.56%) SoapUI
5 3 (1.28%) NUnit
5 3 (1.28%) TeamCity
6 2 (0.85%) Zephyr
7 1 (0.43%) Git (software)
7 1 (0.43%) GitLab
7 1 (0.43%) Hudson
7 1 (0.43%) SQL Server Management Studio (SSMS)
General
1 38 (16.24%) Finance
2 25 (10.68%) Retail
3 11 (4.70%) Marketing
4 4 (1.71%) Legal
5 2 (0.85%) Manufacturing
5 2 (0.85%) Pharmaceutical
6 1 (0.43%) Advertising
6 1 (0.43%) Banking
6 1 (0.43%) Games
6 1 (0.43%) General Ledger
6 1 (0.43%) Publishing
Job Titles
1 124 (52.99%) Developer
2 59 (25.21%) Business Intelligence Developer
3 45 (19.23%) SQL Developer
4 34 (14.53%) Analyst
4 34 (14.53%) ETL Developer
5 31 (13.25%) Consultant
6 30 (12.82%) SQL Server Developer
7 23 (9.83%) Architect
7 23 (9.83%) Oracle Developer
8 22 (9.40%) Business Intelligence Analyst
9 19 (8.12%) Data Migration Developer
9 19 (8.12%) Oracle ETL Developer
9 19 (8.12%) PostgreSQL Developer
10 18 (7.69%) Data Consultant
10 18 (7.69%) Data Migration Consultant
10 18 (7.69%) Data Migration Lead
10 18 (7.69%) Migration Consultant
11 17 (7.26%) Senior Developer
12 16 (6.84%) Data Architect
12 16 (6.84%) Hadoop Developer
Libraries, Frameworks & Software Standards
1 39 (16.67%) XML
2 32 (13.68%) JSON
3 23 (9.83%) .NET
4 13 (5.56%) Kafka
5 10 (4.27%) RESTful
5 10 (4.27%) XSD
6 9 (3.85%) SOAP
7 8 (3.42%) MDX
7 8 (3.42%) Web Services
8 7 (2.99%) Middleware
9 5 (2.14%) HTML
9 5 (2.14%) REST
10 4 (1.71%) SAP XI
11 3 (1.28%) ASP.NET
11 3 (1.28%) WCF
12 2 (0.85%) .NET Framework
12 2 (0.85%) HTML5
12 2 (0.85%) ODBC
13 1 (0.43%) Apache Camel
13 1 (0.43%) JDBC
Miscellaneous
1 91 (38.89%) Analytical Skills
2 29 (12.39%) Reference Data
3 9 (3.85%) Data Structures
4 7 (2.99%) Management Information System
5 4 (1.71%) Computer Science
5 4 (1.71%) Reinsurance
6 2 (0.85%) NHS
7 1 (0.43%) Self-Motivation
Operating Systems
1 5 (2.14%) Linux
2 3 (1.28%) Unix
3 2 (0.85%) Windows
Processes & Methodologies
1 123 (52.56%) Business Intelligence
2 81 (34.62%) Agile Software Development
3 65 (27.78%) Analytics
4 60 (25.64%) Data Migration
4 60 (25.64%) Migration
5 57 (24.36%) Problem-Solving
6 55 (23.50%) Data Modelling
7 54 (23.08%) Data Analysis
8 34 (14.53%) Data Management
8 34 (14.53%) Dimensional Modelling
8 34 (14.53%) Master Data Management
9 28 (11.97%) Test Automation
10 25 (10.68%) Visualisation
11 23 (9.83%) Mentoring
12 21 (8.97%) BDD
12 21 (8.97%) Data Integration
12 21 (8.97%) Scaled Agile Framework
12 21 (8.97%) TDD
13 19 (8.12%) Data Mapping
13 19 (8.12%) Data Science
Programming Languages
1 166 (70.94%) SQL
2 95 (40.60%) T-SQL
3 65 (27.78%) C#
4 38 (16.24%) VBA
5 25 (10.68%) PL/SQL
5 25 (10.68%) Python
6 20 (8.55%) PowerShell
7 13 (5.56%) Data Analysis Expressions (DAX)
8 12 (5.13%) Java
9 11 (4.70%) Go
10 10 (4.27%) Bash Shell
10 10 (4.27%) C++
10 10 (4.27%) Scala
11 8 (3.42%) R
12 4 (1.71%) VB
13 3 (1.28%) VB.NET
14 2 (0.85%) JavaScript
15 1 (0.43%) Perl
15 1 (0.43%) PHP
Qualifications
1 48 (20.51%) Security Cleared
2 41 (17.52%) SC Cleared
3 24 (10.26%) Degree
4 4 (1.71%) MCP
5 3 (1.28%) CBAP
5 3 (1.28%) ISEB
6 2 (0.85%) ISTQB
6 2 (0.85%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 53 (22.65%) Data Quality
2 21 (8.97%) QA
System Software
1 8 (3.42%) HDFS
2 1 (0.43%) Apache Flume
Systems Management
1 8 (3.42%) Oozie
Vendors
1 116 (49.57%) Microsoft
2 38 (16.24%) Tableau
3 36 (15.38%) Oracle
4 32 (13.68%) Cognos
5 21 (8.97%) Talend
6 17 (7.26%) Hortonworks
7 13 (5.56%) CA
8 11 (4.70%) SAP
9 9 (3.85%) Informatica
10 5 (2.14%) Databricks
10 5 (2.14%) Hyperion
10 5 (2.14%) MicroStrategy
11 4 (1.71%) Alteryx
12 3 (1.28%) IBM
13 2 (0.85%) hybris
13 2 (0.85%) IFS
14 1 (0.43%) Dell
14 1 (0.43%) JD Edwards
14 1 (0.43%) Jitterbit
14 1 (0.43%) Salesforce.com