Period
to 18 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 18 December 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 132 90 111
Rank change year-on-year -42 +21 -11
Permanent jobs citing ETL 174 286 278
As % of all permanent IT jobs advertised in Yorkshire 2.20% 2.91% 2.54%
As % of the Processes & Methodologies category 2.39% 3.16% 2.76%
Number of salaries quoted 153 248 220
Yorkshire median annual salary £42,500 £42,500 £42,500
10th Percentile £31,250 £31,250 £32,500
90th Percentile £58,750 £54,125 £52,500
England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% +5.00%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 7,272 9,047 10,065
As % of all permanent IT jobs advertised in Yorkshire 92.11% 91.90% 91.78%
Number of salaries quoted 5,909 7,614 8,416
Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £26,250 £26,250 £25,750
90th Percentile £62,500 £60,000 £62,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

ETL
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for ETL in Yorkshire

ETL
Salary Trend in Yorkshire

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

Salary trend for ETL in Yorkshire

ETL
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing ETL in Yorkshire over the 6 months to 18 December 2018.

Salary histogram for ETL in Yorkshire

ETL
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 18 December 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 Yorkshire -37 120 £43,750 +2.94% 22
South Yorkshire +2 23 £42,500 +30.77% 1
North Yorkshire +12 21 £49,000 +22.50% 6
East Yorkshire -18 6 £32,500 -30.85% 1
ETL
England

For the 6 months to 18 December 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 Yorkshire region with a requirement for ETL.

1 134 (77.01%) SQL
2 128 (73.56%) Business Intelligence
3 111 (63.79%) Data Warehouse
4 108 (62.07%) SQL Server
4 108 (62.07%) SQL Server Integration Services
5 81 (46.55%) T-SQL
6 79 (45.40%) SQL Server Reporting Services
7 68 (39.08%) SQL Server Analysis Services
8 58 (33.33%) Data Modelling
9 51 (29.31%) Microsoft
10 48 (27.59%) Power BI
11 46 (26.44%) Agile Software Development
12 31 (17.82%) Finance
13 30 (17.24%) Analytics
14 28 (16.09%) Microsoft Azure
15 26 (14.94%) C#
16 25 (14.37%) Oracle
16 25 (14.37%) Python
16 25 (14.37%) Dimensional Modelling
17 23 (13.22%) Microsoft Excel
18 21 (12.07%) Tableau
19 20 (11.49%) OLAP
19 20 (11.49%) .NET
20 19 (10.92%) Amazon AWS
21 18 (10.34%) Visualisation
21 18 (10.34%) Web Services
21 18 (10.34%) IBM
22 17 (9.77%) Stakeholder Management
22 17 (9.77%) Data Integration
22 17 (9.77%) Data Quality

ETL
Co-occurring IT Skills in Yorkshire 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 (9.20%) SAS
2 10 (5.75%) Apache Spark
3 3 (1.72%) Apache
3 3 (1.72%) CMS
4 1 (0.57%) Apache Pig
4 1 (0.57%) EPiServer
4 1 (0.57%) IIS
4 1 (0.57%) nginx
4 1 (0.57%) Oracle SOA Suite
4 1 (0.57%) SharePoint
4 1 (0.57%) Tomcat
4 1 (0.57%) Umbraco
Applications
1 23 (13.22%) Microsoft Excel
2 8 (4.60%) Microsoft Office
3 3 (1.72%) Microsoft Project
Business Applications
1 11 (6.32%) Cognos TM1
2 1 (0.57%) Cognos Business Intelligence
2 1 (0.57%) Cognos Controller
2 1 (0.57%) Cognos Planning
2 1 (0.57%) Dynamics AX
Cloud Services
1 28 (16.09%) Microsoft Azure
2 19 (10.92%) Amazon AWS
3 6 (3.45%) Amazon Kinesis
4 5 (2.87%) Amazon SageMaker
4 5 (2.87%) GitHub
5 3 (1.72%) SaaS
6 2 (1.15%) Azure Data Factory
6 2 (1.15%) Cloud Computing
6 2 (1.15%) Google Analytics
7 1 (0.57%) Amazon EC2
7 1 (0.57%) Amazon EMR
7 1 (0.57%) Amazon S3
7 1 (0.57%) AWS Lambda
7 1 (0.57%) IaaS
7 1 (0.57%) npm
7 1 (0.57%) Serverless
Communications & Networking
1 4 (2.30%) HTTPS
1 4 (2.30%) SSL
2 1 (0.57%) HTTP
2 1 (0.57%) Internet
Database & Business Intelligence
1 111 (63.79%) Data Warehouse
2 108 (62.07%) SQL Server
2 108 (62.07%) SQL Server Integration Services
3 79 (45.40%) SQL Server Reporting Services
4 68 (39.08%) SQL Server Analysis Services
5 48 (27.59%) Power BI
6 20 (11.49%) OLAP
7 16 (9.20%) Relational Database
8 11 (6.32%) Big Data
8 11 (6.32%) OLAP Cube
8 11 (6.32%) Star Schema
9 10 (5.75%) QlikView
10 9 (5.17%) Data Lake
10 9 (5.17%) Hadoop
10 9 (5.17%) MongoDB
10 9 (5.17%) MySQL
10 9 (5.17%) SQL Server 2016
11 8 (4.60%) BusinessObjects
11 8 (4.60%) SAS EBI
12 7 (4.02%) Data Mart
Development Applications
1 9 (5.17%) Visual Studio
2 8 (4.60%) Team Foundation Server
3 5 (2.87%) Octopus Deploy
4 4 (2.30%) Git (software)
4 4 (2.30%) Sonatype Nexus
4 4 (2.30%) SQL Server Management Studio (SSMS)
4 4 (2.30%) Subversion
4 4 (2.30%) TeamCity
5 2 (1.15%) Visual Studio Team System
6 1 (0.57%) Grunt
6 1 (0.57%) gulp
6 1 (0.57%) Hudson
6 1 (0.57%) Toad
6 1 (0.57%) tSQLt
6 1 (0.57%) webpack
General
1 31 (17.82%) Finance
2 6 (3.45%) Advertising
2 6 (3.45%) Manufacturing
3 2 (1.15%) Law
4 1 (0.57%) Automotive
4 1 (0.57%) Banking
4 1 (0.57%) Games
4 1 (0.57%) Publishing
4 1 (0.57%) Retail
Job Titles
1 108 (62.07%) Developer
2 60 (34.48%) Business Intelligence Developer
3 22 (12.64%) SQL Developer
4 20 (11.49%) Business Intelligence Manager
4 20 (11.49%) Business Manager
5 19 (10.92%) Data Warehouse Developer
6 17 (9.77%) Senior Developer
7 12 (6.90%) Business Developer
7 12 (6.90%) ETL Developer
7 12 (6.90%) SSIS Developer
8 11 (6.32%) Data Engineer
9 9 (5.17%) Database Developer
10 8 (4.60%) Senior Business Intelligence Developer
10 8 (4.60%) SQL BI Developer
11 7 (4.02%) Analyst
11 7 (4.02%) Architect
11 7 (4.02%) Software Developer
11 7 (4.02%) SQL Server Developer
11 7 (4.02%) SSRS Developer
11 7 (4.02%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 20 (11.49%) .NET
2 18 (10.34%) Web Services
3 12 (6.90%) XML
4 9 (5.17%) JSON
5 8 (4.60%) CSS
5 8 (4.60%) HTML
6 6 (3.45%) ASP.NET
7 5 (2.87%) Spark Streaming
8 4 (2.30%) .NET Framework
8 4 (2.30%) Kafka
8 4 (2.30%) OAuth
8 4 (2.30%) OAuth2
8 4 (2.30%) RAML
8 4 (2.30%) RESTful
8 4 (2.30%) SOAP
8 4 (2.30%) WCF
8 4 (2.30%) WinForms
9 3 (1.72%) ADO.NET
9 3 (1.72%) REST
9 3 (1.72%) XSD
Miscellaneous
1 15 (8.62%) Analytical Skills
2 8 (4.60%) Greenfield Project
3 5 (2.87%) Cloud Native
4 4 (2.30%) Management Information System
5 2 (1.15%) User Experience
6 1 (0.57%) Analytical Mindset
6 1 (0.57%) Clustering
6 1 (0.57%) Enterprise Cloud
6 1 (0.57%) Mainframe
6 1 (0.57%) NHS
6 1 (0.57%) Replication
Operating Systems
1 13 (7.47%) Linux
2 11 (6.32%) Unix
3 2 (1.15%) Windows
3 2 (1.15%) Windows Server
4 1 (0.57%) AIX
4 1 (0.57%) Windows Server 2003
4 1 (0.57%) Windows Server 2012
Processes & Methodologies
1 128 (73.56%) Business Intelligence
2 58 (33.33%) Data Modelling
3 46 (26.44%) Agile Software Development
4 30 (17.24%) Analytics
5 25 (14.37%) Dimensional Modelling
6 18 (10.34%) Visualisation
7 17 (9.77%) Data Integration
7 17 (9.77%) Stakeholder Management
8 15 (8.62%) Scrum
9 14 (8.05%) Change Management
9 14 (8.05%) Data Analysis
9 14 (8.05%) Migration
10 13 (7.47%) ETL Development
11 12 (6.90%) Data Visualisation
12 11 (6.32%) Collaborative Working
12 11 (6.32%) Performance Tuning
12 11 (6.32%) Technical Leadership
13 10 (5.75%) Dashboard Development
13 10 (5.75%) Decision-Making
13 10 (5.75%) Problem-Solving
Programming Languages
1 134 (77.01%) SQL
2 81 (46.55%) T-SQL
3 26 (14.94%) C#
4 25 (14.37%) Python
5 13 (7.47%) JavaScript
6 12 (6.90%) Java
7 11 (6.32%) Scala
7 11 (6.32%) VBA
8 10 (5.75%) Tcl
9 7 (4.02%) PL/SQL
10 6 (3.45%) VB
11 5 (2.87%) Bash Shell
11 5 (2.87%) R
11 5 (2.87%) Ruby
11 5 (2.87%) VB.NET
12 3 (1.72%) PowerShell
13 2 (1.15%) AWK
13 2 (1.15%) sed
14 1 (0.57%) HiveQL
14 1 (0.57%) RPG IV
Qualifications
1 13 (7.47%) Degree
2 5 (2.87%) AWS Certification
3 3 (1.72%) Computer Science Degree
4 1 (0.57%) ITIL Certification
4 1 (0.57%) MBA
4 1 (0.57%) Security Cleared
Quality Assurance & Compliance
1 17 (9.77%) Data Quality
2 4 (2.30%) GDPR
3 3 (1.72%) QA
4 2 (1.15%) IFRS
4 2 (1.15%) IFRS 9
4 2 (1.15%) ISO/IEC 27001
5 1 (0.57%) PCI DSS
System Software
1 5 (2.87%) HDFS
2 3 (1.72%) Apache Flume
3 1 (0.57%) Oracle RAC
Systems Management
1 6 (3.45%) Oozie
2 1 (0.57%) BMC PATROL
2 1 (0.57%) Control-M
2 1 (0.57%) Data Guard
2 1 (0.57%) Enterprise Manager Cloud Control
2 1 (0.57%) Oracle RMAN
Vendors
1 51 (29.31%) Microsoft
2 25 (14.37%) Oracle
3 21 (12.07%) Tableau
4 18 (10.34%) IBM
5 13 (7.47%) Cognos
6 12 (6.90%) SAP
7 6 (3.45%) Alteryx
8 5 (2.87%) Hortonworks
8 5 (2.87%) MuleSoft
9 4 (2.30%) Cloudera
9 4 (2.30%) Talend
9 4 (2.30%) webMethods
10 3 (1.72%) Informatica
11 2 (1.15%) Avaya
11 2 (1.15%) Databricks
11 2 (1.15%) Teradata
12 1 (0.57%) Adobe
12 1 (0.57%) BMC
12 1 (0.57%) Google
12 1 (0.57%) Splunk