Period
to 17 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the Midlands 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Midlands
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 155 141 171
Rank change year-on-year -14 +30 -13
Permanent jobs citing ETL 264 335 321
As % of all permanent IT jobs advertised in the Midlands 2.01% 2.17% 1.76%
As % of the Processes & Methodologies category 2.21% 2.39% 1.94%
Number of salaries quoted 216 283 243
Midlands median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% -
10th Percentile £32,500 £28,050 £32,500
90th Percentile £68,750 £65,000 £53,750
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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Permanent vacancies with a requirement for process or methodology skills 11,971 14,009 16,516
As % of all permanent IT jobs advertised in the Midlands 91.24% 90.77% 90.57%
Number of salaries quoted 9,149 11,449 12,975
Midlands median annual salary £42,500 £40,000 £41,000
Median salary % change year-on-year +6.25% -2.44% +2.50%
10th Percentile £26,250 £25,000 £25,000
90th Percentile £70,000 £65,000 £63,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

ETL
Job Vacancy Trend in the Midlands

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

Job vacancy trend for ETL in the Midlands

ETL
Salary Trend in the Midlands

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

Salary trend for ETL in the Midlands

ETL
Salary Histogram in the Midlands

The salary distribution of IT jobs citing ETL in the Midlands over the 6 months to 17 November 2018.

Salary histogram for ETL in the Midlands

ETL
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Midlands region over the 6 months to 17 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
West Midlands -2 174 £45,000 - 41
East Midlands +1 89 £42,500 +6.25% 20
ETL
England

For the 6 months to 17 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 Midlands region with a requirement for ETL.

1 197 (74.62%) SQL
2 161 (60.98%) Business Intelligence
3 152 (57.58%) SQL Server
4 147 (55.68%) SQL Server Integration Services
5 141 (53.41%) SQL Server Reporting Services
6 111 (42.05%) Data Warehouse
7 104 (39.39%) Power BI
8 90 (34.09%) Microsoft
9 89 (33.71%) T-SQL
10 88 (33.33%) SQL Server Analysis Services
11 82 (31.06%) Analytics
12 77 (29.17%) Tableau
13 67 (25.38%) Agile Software Development
14 65 (24.62%) Microsoft Azure
15 52 (19.70%) Visualisation
16 46 (17.42%) Finance
17 45 (17.05%) Data Modelling
17 45 (17.05%) Analytical Skills
18 41 (15.53%) Dimensional Modelling
19 39 (14.77%) Cognos
20 37 (14.02%) Oracle
21 36 (13.64%) Kimball Methodology
22 35 (13.26%) Java
23 34 (12.88%) Informatica
24 33 (12.50%) Management Information System
24 33 (12.50%) .NET
25 32 (12.12%) SQL Server 2012
26 31 (11.74%) Relational Database
26 31 (11.74%) Data Management
27 29 (10.98%) ERP

ETL
Co-occurring IT Skills in the Midlands 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 16 (6.06%) SharePoint
2 11 (4.17%) Apache Spark
3 9 (3.41%) Apache
4 6 (2.27%) SAS
5 3 (1.14%) IIS
6 2 (0.76%) DNN
6 2 (0.76%) Oracle SOA Suite
6 2 (0.76%) Oracle Workflow
7 1 (0.38%) Apache Pig
Applications
1 27 (10.23%) Microsoft Excel
2 8 (3.03%) Microsoft PowerPoint
3 5 (1.89%) Microsoft Office
4 3 (1.14%) MS Visio
Business Applications
1 15 (5.68%) Dynamics AX
2 6 (2.27%) HFM
2 6 (2.27%) NetSuite
3 3 (1.14%) Hyperion Planning
4 2 (0.76%) Carpe Diem
4 2 (0.76%) Cognos Business Intelligence
4 2 (0.76%) Dynamics CRM
4 2 (0.76%) Elite 3E
5 1 (0.38%) SAP S/4HANA
Cloud Services
1 65 (24.62%) Microsoft Azure
2 15 (5.68%) Amazon AWS
2 15 (5.68%) PaaS
3 8 (3.03%) IaaS
4 7 (2.65%) SaaS
5 6 (2.27%) Cloud Computing
6 5 (1.89%) Azure Data Factory
6 5 (1.89%) Office 365
7 3 (1.14%) Boomi
7 3 (1.14%) Slack
7 3 (1.14%) Trello
8 2 (0.76%) Dynamics 365
9 1 (0.38%) Google Analytics
9 1 (0.38%) Google Cloud Platform
Communications & Networking
1 2 (0.76%) FTP
Database & Business Intelligence
1 152 (57.58%) SQL Server
2 147 (55.68%) SQL Server Integration Services
3 141 (53.41%) SQL Server Reporting Services
4 111 (42.05%) Data Warehouse
5 104 (39.39%) Power BI
6 88 (33.33%) SQL Server Analysis Services
7 32 (12.12%) SQL Server 2012
8 31 (11.74%) Relational Database
9 29 (10.98%) Big Data
10 25 (9.47%) Hadoop
11 24 (9.09%) QlikView
12 20 (7.58%) OLAP
13 16 (6.06%) Microsoft Analysis Services
14 15 (5.68%) BusinessObjects
14 15 (5.68%) OLAP Cube
15 14 (5.30%) Qlik Sense
16 12 (4.55%) Enterprise Data Warehouse
17 11 (4.17%) Azure SQL Database
17 11 (4.17%) Spotfire
18 10 (3.79%) SQL Server 2008
Development Applications
1 22 (8.33%) Team Foundation Server
2 15 (5.68%) Visual Studio
3 9 (3.41%) SQL Server Management Studio (SSMS)
4 7 (2.65%) JIRA
5 5 (1.89%) Jenkins
6 2 (0.76%) Git (software)
6 2 (0.76%) Visual Studio Team System
General
1 46 (17.42%) Finance
2 18 (6.82%) Retail
3 11 (4.17%) Advertising
3 11 (4.17%) Manufacturing
4 8 (3.03%) Games
5 7 (2.65%) Telecoms
6 6 (2.27%) Legal
7 4 (1.52%) Automotive
7 4 (1.52%) Local Government
8 3 (1.14%) Marketing
9 2 (0.76%) Banking
9 2 (0.76%) Digital Economy
9 2 (0.76%) Financial Institution
10 1 (0.38%) Law
Job Titles
1 160 (60.61%) Developer
2 72 (27.27%) SQL Developer
3 70 (26.52%) Business Intelligence Developer
4 38 (14.39%) Analyst
5 25 (9.47%) SQL BI Developer
6 24 (9.09%) Business Developer
6 24 (9.09%) SSRS Developer
7 22 (8.33%) Architect
7 22 (8.33%) DBA
7 22 (8.33%) SQL DBA
8 20 (7.58%) SSIS Developer
9 19 (7.20%) Senior Developer
10 17 (6.44%) Business Intelligence Analyst
10 17 (6.44%) Data Warehouse Developer
10 17 (6.44%) SSAS Developer
11 16 (6.06%) Senior Business Intelligence Developer
11 16 (6.06%) SQL Server Developer
12 13 (4.92%) Data Analyst
12 13 (4.92%) SQL Server DBA
13 11 (4.17%) ETL Developer
Libraries, Frameworks & Software Standards
1 33 (12.50%) .NET
2 24 (9.09%) MDX
3 9 (3.41%) EDI
3 9 (3.41%) HTML
4 8 (3.03%) HTML5
4 8 (3.03%) Kafka
5 7 (2.65%) AngularJS
5 7 (2.65%) jQuery
5 7 (2.65%) Middleware
5 7 (2.65%) Node.js
5 7 (2.65%) Twitter Bootstrap
5 7 (2.65%) Web Services
6 5 (1.89%) .NET Framework
6 5 (1.89%) Entity Framework
6 5 (1.89%) XML
7 3 (1.14%) ASP.NET
8 1 (0.38%) CSS
8 1 (0.38%) CSS3
8 1 (0.38%) J2EE
8 1 (0.38%) RESTful
Miscellaneous
1 45 (17.05%) Analytical Skills
2 33 (12.50%) Management Information System
3 11 (4.17%) AS400
3 11 (4.17%) Computer Science
3 11 (4.17%) Greenfield Project
4 9 (3.41%) iSeries
5 7 (2.65%) Fintech
5 7 (2.65%) NHS
6 6 (2.27%) Client/Server
6 6 (2.27%) Data Centre
7 5 (1.89%) Replication
8 3 (1.14%) Data Structures
8 3 (1.14%) Enterprise Software
8 3 (1.14%) EPoS
8 3 (1.14%) FMCG
8 3 (1.14%) Private Cloud
8 3 (1.14%) Self-Motivation
9 2 (0.76%) Taxonomies
10 1 (0.38%) Credit Risk
10 1 (0.38%) Mobile App
Operating Systems
1 11 (4.17%) Unix
2 6 (2.27%) Linux
Processes & Methodologies
1 161 (60.98%) Business Intelligence
2 82 (31.06%) Analytics
3 67 (25.38%) Agile Software Development
4 52 (19.70%) Visualisation
5 45 (17.05%) Data Modelling
6 41 (15.53%) Dimensional Modelling
7 36 (13.64%) Kimball Methodology
8 31 (11.74%) Data Management
9 29 (10.98%) ERP
10 24 (9.09%) Data Analysis
10 24 (9.09%) Performance Tuning
11 23 (8.71%) Data Security
12 22 (8.33%) Data Development
12 22 (8.33%) Decision-Making
13 21 (7.95%) Business Analysis
13 21 (7.95%) Data Visualisation
13 21 (7.95%) Migration
14 20 (7.58%) SDLC
15 19 (7.20%) Dashboard Development
15 19 (7.20%) IT Strategy
Programming Languages
1 197 (74.62%) SQL
2 89 (33.71%) T-SQL
3 35 (13.26%) Java
4 20 (7.58%) C#
5 15 (5.68%) PL/SQL
6 11 (4.17%) Python
6 11 (4.17%) VB
7 9 (3.41%) JavaScript
7 9 (3.41%) RPG
7 9 (3.41%) RPG IV
8 8 (3.03%) VBA
9 5 (1.89%) Data Analysis Expressions (DAX)
10 4 (1.52%) R
10 4 (1.52%) Shell Script
11 2 (0.76%) Delphi
11 2 (0.76%) Scala
12 1 (0.38%) ANSI SQL
12 1 (0.38%) C++
12 1 (0.38%) PowerShell
Qualifications
1 22 (8.33%) Degree
2 8 (3.03%) Computer Science Degree
3 7 (2.65%) Master's Degree
4 4 (1.52%) Microsoft Certification
5 3 (1.14%) ISEB
6 1 (0.38%) ISEB Practitioner
6 1 (0.38%) MBCS
Quality Assurance & Compliance
1 16 (6.06%) Data Quality
2 10 (3.79%) QA
3 9 (3.41%) GDPR
4 6 (2.27%) Sarbanes-Oxley
5 3 (1.14%) Cyber Essentials
6 1 (0.38%) PMO
System Software
1 7 (2.65%) Docker
2 1 (0.38%) Apache Flume
Systems Management
1 6 (2.27%) Systems Management Server (SMS)
2 1 (0.38%) Control-M
2 1 (0.38%) Oozie
Vendors
1 90 (34.09%) Microsoft
2 77 (29.17%) Tableau
3 39 (14.77%) Cognos
4 37 (14.02%) Oracle
5 34 (12.88%) Informatica
6 26 (9.85%) Alteryx
7 15 (5.68%) Teradata
8 13 (4.92%) JD Edwards
9 9 (3.41%) Talend
10 8 (3.03%) SAP
11 7 (2.65%) Xamarin
12 6 (2.27%) Greenplum
12 6 (2.27%) Hyperion
12 6 (2.27%) PeopleSoft
13 5 (1.89%) Hortonworks
13 5 (1.89%) IBM
13 5 (1.89%) MuleSoft
13 5 (1.89%) Netezza
14 4 (1.52%) Google
14 4 (1.52%) MicroStrategy