Period
to 21 September 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 21 September 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 136 109 120
Rank change year-on-year -27 +11 +12
Permanent jobs citing ETL 180 270 283
As % of all permanent IT jobs advertised in Yorkshire 2.05% 2.67% 2.48%
As % of the Processes & Methodologies category 2.23% 2.89% 2.71%
Number of salaries quoted 152 243 227
Yorkshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -5.56%
10th Percentile £31,250 £32,500 £32,500
90th Percentile £57,500 £61,000 £52,500
England median annual salary £53,500 £50,000 £52,500
% change year-on-year +7.00% -4.76% -1.87%

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 8,064 9,332 10,451
As % of all permanent IT jobs advertised in Yorkshire 91.92% 92.41% 91.76%
Number of salaries quoted 6,655 7,815 8,606
Yorkshire median annual salary £43,500 £42,500 £40,000
Median salary % change year-on-year +2.35% +6.25% -
10th Percentile £26,250 £26,250 £25,750
90th Percentile £62,500 £61,250 £62,500
England median annual salary £50,000 £50,000 £50,000

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 21 September 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 21 September 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 -39 125 £45,000 - 19
North Yorkshire +3 24 £46,250 +8.82% 6
South Yorkshire +1 20 £47,500 +31.94% 3
East Yorkshire +14 4 £32,500 -18.75%
ETL
England

For the 6 months to 21 September 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.

1 122 (67.78%) SQL
2 112 (62.22%) Business Intelligence
3 92 (51.11%) SQL Server
4 91 (50.56%) Data Warehouse
5 84 (46.67%) SQL Server Integration Services
6 72 (40.00%) SQL Server Reporting Services
7 61 (33.89%) SQL Server Analysis Services
8 60 (33.33%) T-SQL
9 54 (30.00%) Microsoft
10 47 (26.11%) Agile Software Development
11 41 (22.78%) Data Modelling
11 41 (22.78%) Power BI
12 36 (20.00%) Analytics
13 35 (19.44%) Finance
13 35 (19.44%) Microsoft Azure
14 33 (18.33%) Microsoft Excel
15 31 (17.22%) .NET
15 31 (17.22%) C#
16 30 (16.67%) Visualisation
17 29 (16.11%) Tableau
18 27 (15.00%) Migration
19 26 (14.44%) Stakeholder Management
20 25 (13.89%) Relational Database
21 22 (12.22%) XML
21 22 (12.22%) Python
22 20 (11.11%) QlikView
22 20 (11.11%) Data Analysis
23 19 (10.56%) Web Services
23 19 (10.56%) OLAP
23 19 (10.56%) Data Visualisation

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 11 (6.11%) SAS
2 10 (5.56%) Apache Spark
3 6 (3.33%) CMS
4 2 (1.11%) Apache Pig
4 2 (1.11%) BizTalk Server
4 2 (1.11%) Oracle SOA Suite
5 1 (0.56%) Apache
5 1 (0.56%) Tomcat
5 1 (0.56%) WildFly
Applications
1 33 (18.33%) Microsoft Excel
2 9 (5.00%) Microsoft Office
3 2 (1.11%) Microsoft Project
Business Applications
1 10 (5.56%) Cognos TM1
Cloud Services
1 35 (19.44%) Microsoft Azure
2 12 (6.67%) Amazon AWS
3 3 (1.67%) SaaS
4 2 (1.11%) Amazon EMR
4 2 (1.11%) Amazon Kinesis
4 2 (1.11%) Amazon S3
4 2 (1.11%) Azure Data Factory
4 2 (1.11%) Google Cloud Platform
4 2 (1.11%) Loggly
4 2 (1.11%) Sumo Logic
5 1 (0.56%) Amazon EC2
5 1 (0.56%) Amazon SageMaker
5 1 (0.56%) AWS Lambda
5 1 (0.56%) Google Analytics
5 1 (0.56%) IaaS
5 1 (0.56%) PaaS
5 1 (0.56%) Serverless
Communications & Networking
1 1 (0.56%) HTTPS
1 1 (0.56%) Kerberos
1 1 (0.56%) SSL
Database & Business Intelligence
1 92 (51.11%) SQL Server
2 91 (50.56%) Data Warehouse
3 84 (46.67%) SQL Server Integration Services
4 72 (40.00%) SQL Server Reporting Services
5 61 (33.89%) SQL Server Analysis Services
6 41 (22.78%) Power BI
7 25 (13.89%) Relational Database
8 20 (11.11%) QlikView
9 19 (10.56%) OLAP
10 15 (8.33%) Hadoop
11 13 (7.22%) Big Data
12 12 (6.67%) Apache Hive
13 11 (6.11%) SQL Server 2016
14 9 (5.00%) HBase
15 8 (4.44%) Data Lake
15 8 (4.44%) MongoDB
15 8 (4.44%) NoSQL
16 7 (3.89%) Apache Cassandra
16 7 (3.89%) OLAP Cube
16 7 (3.89%) SAS EBI
Development Applications
1 13 (7.22%) Visual Studio
2 8 (4.44%) Team Foundation Server
3 6 (3.33%) Git (software)
4 5 (2.78%) Octopus Deploy
4 5 (2.78%) SQL Server Management Studio (SSMS)
4 5 (2.78%) TeamCity
5 2 (1.11%) CA Release Automation
5 2 (1.11%) Visual Studio Team System
6 1 (0.56%) Jenkins
6 1 (0.56%) Sonatype Nexus
6 1 (0.56%) Subversion
6 1 (0.56%) Toad
General
1 35 (19.44%) Finance
2 8 (4.44%) Advertising
3 5 (2.78%) Marketing
4 4 (2.22%) Banking
4 4 (2.22%) Manufacturing
5 2 (1.11%) Law
6 1 (0.56%) Automotive
6 1 (0.56%) Games
6 1 (0.56%) Legal
6 1 (0.56%) Retail
Job Titles
1 82 (45.56%) Developer
2 45 (25.00%) Business Intelligence Developer
3 19 (10.56%) Business Developer
3 19 (10.56%) SQL Developer
4 17 (9.44%) Data Engineer
5 16 (8.89%) Business Intelligence Manager
5 16 (8.89%) Business Manager
6 15 (8.33%) Senior Developer
6 15 (8.33%) SSIS Developer
7 14 (7.78%) Architect
8 13 (7.22%) Analyst
9 12 (6.67%) Senior Business Intelligence Developer
10 10 (5.56%) Data Architect
11 9 (5.00%) Business Intelligence Architect
11 9 (5.00%) ETL Developer
11 9 (5.00%) Software Developer
11 9 (5.00%) Software Engineer
11 9 (5.00%) SQL BI Developer
12 8 (4.44%) Data Manager
12 8 (4.44%) SQL Analyst
Libraries, Frameworks & Software Standards
1 31 (17.22%) .NET
2 22 (12.22%) XML
3 19 (10.56%) Web Services
4 16 (8.89%) JSON
4 16 (8.89%) WCF
5 10 (5.56%) XSD
6 9 (5.00%) .NET Framework
6 9 (5.00%) ASP.NET
6 9 (5.00%) CSS
6 9 (5.00%) HTML
6 9 (5.00%) Kafka
6 9 (5.00%) SOAP
7 7 (3.89%) REST
8 5 (2.78%) RAML
8 5 (2.78%) RESTful
9 4 (2.22%) WinForms
10 3 (1.67%) ADO.NET
10 3 (1.67%) Spring
10 3 (1.67%) XHTML
10 3 (1.67%) XSLT
Miscellaneous
1 19 (10.56%) Analytical Skills
2 7 (3.89%) Management Information System
3 6 (3.33%) Computer Science
3 6 (3.33%) Greenfield Project
4 4 (2.22%) Replication
4 4 (2.22%) Taxonomies
5 2 (1.11%) Analytical Mindset
5 2 (1.11%) Cloud Native
5 2 (1.11%) Self-Motivation
5 2 (1.11%) User Experience
6 1 (0.56%) Algorithms
6 1 (0.56%) Clustering
6 1 (0.56%) Enterprise Cloud
6 1 (0.56%) Mainframe
6 1 (0.56%) NHS
Operating Systems
1 7 (3.89%) Linux
2 5 (2.78%) Unix
3 1 (0.56%) CentOS
3 1 (0.56%) Ubuntu
Processes & Methodologies
1 112 (62.22%) Business Intelligence
2 47 (26.11%) Agile Software Development
3 41 (22.78%) Data Modelling
4 36 (20.00%) Analytics
5 30 (16.67%) Visualisation
6 27 (15.00%) Migration
7 26 (14.44%) Stakeholder Management
8 20 (11.11%) Data Analysis
9 19 (10.56%) Data Visualisation
10 14 (7.78%) Data Analytics
10 14 (7.78%) Data Integration
10 14 (7.78%) Mentoring
11 13 (7.22%) Change Management
11 13 (7.22%) Collaborative Working
11 13 (7.22%) CRM
11 13 (7.22%) Data Management
12 12 (6.67%) Data Science
12 12 (6.67%) Performance Tuning
12 12 (6.67%) Scrum
12 12 (6.67%) Software Engineering
Programming Languages
1 122 (67.78%) SQL
2 60 (33.33%) T-SQL
3 31 (17.22%) C#
4 22 (12.22%) Python
5 15 (8.33%) R
6 14 (7.78%) VBA
7 10 (5.56%) Scala
7 10 (5.56%) Tcl
7 10 (5.56%) VB
8 9 (5.00%) PL/SQL
9 7 (3.89%) JavaScript
9 7 (3.89%) VB.NET
10 6 (3.33%) Ruby
11 4 (2.22%) Java
11 4 (2.22%) PHP
12 2 (1.11%) Bash Shell
12 2 (1.11%) C++
12 2 (1.11%) Go
12 2 (1.11%) Java 8
12 2 (1.11%) MATLAB
Qualifications
1 13 (7.22%) Degree
2 3 (1.67%) Computer Science Degree
3 2 (1.11%) MBA
4 1 (0.56%) AWS Certification
4 1 (0.56%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 15 (8.33%) Data Quality
2 9 (5.00%) GDPR
3 4 (2.22%) ISO/IEC 27001
4 2 (1.11%) PCI DSS
System Software
1 6 (3.33%) HDFS
2 4 (2.22%) Apache Flume
3 2 (1.11%) Docker
4 1 (0.56%) Oracle RAC
Systems Management
1 6 (3.33%) Oozie
2 3 (1.67%) Puppet
2 3 (1.67%) ZABBIX
3 2 (1.11%) Cobbler
3 2 (1.11%) Data Guard
3 2 (1.11%) Enterprise Manager Cloud Control
3 2 (1.11%) Nagios
3 2 (1.11%) Opscode Chef
3 2 (1.11%) Oracle RMAN
3 2 (1.11%) Prometheus
3 2 (1.11%) Rancher
3 2 (1.11%) Terraform
3 2 (1.11%) Tivoli
4 1 (0.56%) Ansible
4 1 (0.56%) BMC PATROL
4 1 (0.56%) Control-M
4 1 (0.56%) Xymon
Vendors
1 54 (30.00%) Microsoft
2 29 (16.11%) Tableau
3 16 (8.89%) IBM
3 16 (8.89%) MuleSoft
3 16 (8.89%) Oracle
3 16 (8.89%) webMethods
4 15 (8.33%) Cognos
5 12 (6.67%) SAP
6 8 (4.44%) Informatica
7 7 (3.89%) Talend
8 3 (1.67%) Alteryx
8 3 (1.67%) Google
9 2 (1.11%) Avaya
9 2 (1.11%) New Relic
9 2 (1.11%) Rackspace
9 2 (1.11%) Splunk
9 2 (1.11%) Sybase
10 1 (0.56%) BMC
10 1 (0.56%) Red Hat