Period
to 27 May 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 27 May 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
27 May 2018
Same period 2017 Same period 2016
Rank 169 133 205
Rank change year-on-year -36 +72 +16
Permanent jobs citing ETL 214 292 202
As % of all permanent IT jobs advertised in the East of England 1.73% 2.39% 1.42%
As % of the Processes & Methodologies category 1.94% 2.68% 1.58%
Number of salaries quoted 171 212 187
East of England median annual salary £47,500 £47,500 £50,000
Median salary % change year-on-year - -5.00% -4.76%
10th Percentile £33,750 £33,075 £36,750
90th Percentile £65,000 £72,500 £71,250
England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% -0.94%

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 11,003 10,914 12,776
As % of all permanent IT jobs advertised in the East of England 89.04% 89.33% 89.53%
Number of salaries quoted 8,381 8,787 10,342
East of England median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +2.27%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £72,500 £67,500 £67,500
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 27 May 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 27 May 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 -36 75 £45,000 -17.43% 4
Essex -1 57 £57,500 +21.05% 4
Cambridgeshire -9 51 £44,400 -0.22% 13
Suffolk -1 21 £45,000 +7.14% 2
Bedfordshire +4 9 £50,000 +14.94% 2
Norfolk +6 1 £35,000 -38.33%
ETL
England

For the 6 months to 27 May 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.

1 147 (68.69%) SQL
2 137 (64.02%) SQL Server
3 130 (60.75%) Business Intelligence
4 120 (56.07%) SQL Server Integration Services
5 105 (49.07%) SQL Server Reporting Services
6 102 (47.66%) Microsoft
7 99 (46.26%) Data Warehouse
8 91 (42.52%) T-SQL
9 73 (34.11%) SQL Server Analysis Services
10 60 (28.04%) Power BI
11 54 (25.23%) Data Modelling
12 46 (21.50%) Oracle
13 43 (20.09%) Agile Software Development
13 43 (20.09%) Microsoft Azure
14 41 (19.16%) Visualisation
15 38 (17.76%) Analytics
16 35 (16.36%) Relational Database
16 35 (16.36%) Advertising
16 35 (16.36%) .NET
17 34 (15.89%) VBA
17 34 (15.89%) Microsoft Excel
18 31 (14.49%) SQL Server Management Studio (SSMS)
18 31 (14.49%) Analytical Skills
19 30 (14.02%) Performance Tuning
19 30 (14.02%) Tableau
19 30 (14.02%) C#
20 29 (13.55%) OLAP
20 29 (13.55%) Finance
21 28 (13.08%) PowerShell
22 26 (12.15%) Big Data

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 17 (7.94%) Apache Spark
2 11 (5.14%) Apache
2 11 (5.14%) Apache Pig
3 10 (4.67%) Tomcat
4 7 (3.27%) BizTalk Server
4 7 (3.27%) Oracle SOA Suite
5 6 (2.80%) SharePoint
6 5 (2.34%) Drupal
7 2 (0.93%) Confluence
8 1 (0.47%) Apache Solr
8 1 (0.47%) IIS
8 1 (0.47%) SAS
8 1 (0.47%) WebLogic
Applications
1 34 (15.89%) Microsoft Excel
2 4 (1.87%) Spreadsheet
3 3 (1.40%) Microsoft Office
4 1 (0.47%) Weka
Business Applications
1 14 (6.54%) Cognos Business Intelligence
1 14 (6.54%) Cognos TM1
2 4 (1.87%) Oracle Assets
2 4 (1.87%) Oracle Cash Management
2 4 (1.87%) Oracle Payables
2 4 (1.87%) Oracle Receivables
3 2 (0.93%) Orchard Housing
3 2 (0.93%) SAP Hybris
4 1 (0.47%) Adobe Campaign
4 1 (0.47%) Dynamics CRM
4 1 (0.47%) FastStats
4 1 (0.47%) FastStats PeopleStage
Cloud Services
1 43 (20.09%) Microsoft Azure
2 22 (10.28%) Amazon AWS
3 4 (1.87%) Amazon S3
4 3 (1.40%) Amazon EMR
4 3 (1.40%) Azure Data Factory
4 3 (1.40%) Serverless
5 2 (0.93%) Google Analytics
6 1 (0.47%) Boomi
6 1 (0.47%) Cloud Computing
6 1 (0.47%) Heroku
Communications & Networking
1 5 (2.34%) DNS
2 4 (1.87%) Firewall
3 3 (1.40%) SAN
4 1 (0.47%) DHCP
4 1 (0.47%) HTTP
4 1 (0.47%) Reverse Proxy
4 1 (0.47%) SMS
4 1 (0.47%) TCP/IP
Database & Business Intelligence
1 137 (64.02%) SQL Server
2 120 (56.07%) SQL Server Integration Services
3 105 (49.07%) SQL Server Reporting Services
4 99 (46.26%) Data Warehouse
5 73 (34.11%) SQL Server Analysis Services
6 60 (28.04%) Power BI
7 35 (16.36%) Relational Database
8 29 (13.55%) OLAP
9 26 (12.15%) Big Data
9 26 (12.15%) SQL Server 2012
10 23 (10.75%) MongoDB
10 23 (10.75%) MS Access
10 23 (10.75%) MySQL
11 22 (10.28%) Oracle Database
12 21 (9.81%) Hadoop
12 21 (9.81%) OLTP
12 21 (9.81%) RDBMS
13 19 (8.88%) NoSQL
14 18 (8.41%) Apache Hive
15 16 (7.48%) Apache Cassandra
Development Applications
1 31 (14.49%) SQL Server Management Studio (SSMS)
2 14 (6.54%) Team Foundation Server
3 10 (4.67%) Cucumber
3 10 (4.67%) Jenkins
3 10 (4.67%) Selenium
4 5 (2.34%) Git (software)
5 4 (1.87%) JIRA
5 4 (1.87%) Vagrant
6 3 (1.40%) Zephyr
7 1 (0.47%) CA Gen
7 1 (0.47%) NUnit
7 1 (0.47%) Subversion
7 1 (0.47%) TeamCity
General
1 35 (16.36%) Advertising
2 29 (13.55%) Finance
3 18 (8.41%) Retail
4 7 (3.27%) Marketing
5 5 (2.34%) Banking
6 4 (1.87%) General Ledger
6 4 (1.87%) Legal
7 3 (1.40%) Back Office
8 2 (0.93%) Automotive
8 2 (0.93%) Games
8 2 (0.93%) Law
9 1 (0.47%) Manufacturing
9 1 (0.47%) Telecoms
Job Titles
1 96 (44.86%) Developer
2 42 (19.63%) Business Intelligence Developer
3 40 (18.69%) Analyst
4 27 (12.62%) Business Intelligence Analyst
5 26 (12.15%) DBA
6 23 (10.75%) SQL Developer
7 22 (10.28%) SQL DBA
8 20 (9.35%) Architect
9 19 (8.88%) Administrator
10 15 (7.01%) Data Engineer
11 14 (6.54%) Database Developer
11 14 (6.54%) Microsoft Developer
11 14 (6.54%) Oracle Developer
12 13 (6.07%) Data Analyst
13 11 (5.14%) Big Data Engineer
13 11 (5.14%) ETL Developer
13 11 (5.14%) Lead Developer
13 11 (5.14%) Report Developer
14 10 (4.67%) Hadoop Engineer
15 9 (4.21%) Digital Architect
Libraries, Frameworks & Software Standards
1 35 (16.36%) .NET
2 19 (8.88%) WPF
3 17 (7.94%) Web Services
4 15 (7.01%) Kafka
5 11 (5.14%) ASP.NET
5 11 (5.14%) REST
6 10 (4.67%) AngularJS
6 10 (4.67%) Spring
7 9 (4.21%) RabbitMQ
8 7 (3.27%) HTML
8 7 (3.27%) MDX
8 7 (3.27%) Middleware
9 6 (2.80%) ASP.NET Web API
9 6 (2.80%) SOAP
10 5 (2.34%) Ionic Framework
11 4 (1.87%) SAP XI
11 4 (1.87%) WCF
12 3 (1.40%) ODBC
13 2 (0.93%) ADSI
14 1 (0.47%) XML
Miscellaneous
1 31 (14.49%) Analytical Skills
2 13 (6.07%) Replication
3 12 (5.61%) Clustering
4 11 (5.14%) Greenfield Project
5 6 (2.80%) Management Information System
6 5 (2.34%) Computer Science
7 4 (1.87%) Self-Motivation
8 3 (1.40%) Data Structures
9 1 (0.47%) Algorithms
9 1 (0.47%) Life Science
9 1 (0.47%) Mobile App
9 1 (0.47%) Mobile Payment
9 1 (0.47%) N-Tier
Operating Systems
1 11 (5.14%) Linux
1 11 (5.14%) Windows
2 9 (4.21%) Windows Server
3 8 (3.74%) Windows Server 2003
3 8 (3.74%) Windows Server 2008
3 8 (3.74%) Windows Server 2012
4 3 (1.40%) Unix
Processes & Methodologies
1 130 (60.75%) Business Intelligence
2 54 (25.23%) Data Modelling
3 43 (20.09%) Agile Software Development
4 41 (19.16%) Visualisation
5 38 (17.76%) Analytics
6 30 (14.02%) Performance Tuning
7 26 (12.15%) Problem-Solving
8 25 (11.68%) Data Integration
9 24 (11.21%) Data Analysis
10 23 (10.75%) Data Visualisation
11 20 (9.35%) Kimball Methodology
11 20 (9.35%) Unit Testing
12 17 (7.94%) Data Management
13 16 (7.48%) Data Migration
13 16 (7.48%) ETL Development
13 16 (7.48%) Migration
14 14 (6.54%) Data Architecture
14 14 (6.54%) ITIL
15 13 (6.07%) MapReduce
15 13 (6.07%) Stakeholder Management
Programming Languages
1 147 (68.69%) SQL
2 91 (42.52%) T-SQL
3 34 (15.89%) VBA
4 30 (14.02%) C#
5 28 (13.08%) PowerShell
6 20 (9.35%) Java
7 17 (7.94%) PL/SQL
8 12 (5.61%) Data Analysis Expressions (DAX)
9 11 (5.14%) Python
10 5 (2.34%) JavaScript
10 5 (2.34%) R
11 3 (1.40%) Go
11 3 (1.40%) Perl
11 3 (1.40%) Scala
12 2 (0.93%) Bash Shell
12 2 (0.93%) PHP
12 2 (0.93%) Shell Script
12 2 (0.93%) VB
12 2 (0.93%) VB.NET
13 1 (0.47%) Apex Code
Qualifications
1 13 (6.07%) Degree
2 4 (1.87%) ISTQB
2 4 (1.87%) Security Cleared
3 3 (1.40%) ISTQB Foundation Certification
3 3 (1.40%) SC Cleared
4 2 (0.93%) Computer Science Degree
4 2 (0.93%) ISEB
4 2 (0.93%) TOGAF Certification
5 1 (0.47%) CBAP
5 1 (0.47%) PhD
Quality Assurance & Compliance
1 7 (3.27%) QA
2 6 (2.80%) Data Quality
3 5 (2.34%) GDPR
4 4 (1.87%) GxP
5 3 (1.40%) ISO/IEC 27001
System Software
1 15 (7.01%) HDFS
2 13 (6.07%) Apache Flume
2 13 (6.07%) Docker
3 1 (0.47%) Active Directory
3 1 (0.47%) Squid
Systems Management
1 5 (2.34%) Systems Management Server (SMS)
2 4 (1.87%) Oozie
3 1 (0.47%) HAProxy
3 1 (0.47%) Terraform
Vendors
1 102 (47.66%) Microsoft
2 46 (21.50%) Oracle
3 30 (14.02%) Tableau
4 22 (10.28%) Cognos
5 15 (7.01%) SAP
6 13 (6.07%) Hortonworks
7 11 (5.14%) Cloudera
8 10 (4.67%) Informatica
8 10 (4.67%) MapR
9 8 (3.74%) WorldPay
10 7 (3.27%) Hyperion
10 7 (3.27%) Talend
11 6 (2.80%) IBM
12 5 (2.34%) Sybase
13 3 (1.40%) Google
14 2 (0.93%) CA
14 2 (0.93%) hybris
14 2 (0.93%) IFS
14 2 (0.93%) Orchard
15 1 (0.47%) Jitterbit