Period
to 25 June 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 25 June 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
25 Jun 2018
Same period 2017 Same period 2016
Rank 114 126 98
Rank change year-on-year +12 -28 +46
Permanent jobs citing ETL 231 254 363
As % of all permanent IT jobs advertised in Yorkshire 2.38% 2.37% 3.01%
As % of the Processes & Methodologies category 2.57% 2.57% 3.34%
Number of salaries quoted 195 228 296
Yorkshire median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% -0.62%
10th Percentile £31,550 £32,500 £31,625
90th Percentile £60,000 £72,500 £57,250
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -2.78%

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 8,973 9,882 10,856
As % of all permanent IT jobs advertised in Yorkshire 92.47% 92.22% 89.94%
Number of salaries quoted 7,574 8,454 9,043
Yorkshire median annual salary £43,000 £42,500 £40,000
Median salary % change year-on-year +1.18% +6.25% -
10th Percentile £26,250 £26,250 £26,000
90th Percentile £61,250 £61,250 £61,000
England median annual salary £50,000 £50,000 £49,000
% change year-on-year - +2.04% +3.16%

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 25 June 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 25 June 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 -7 165 £45,000 - 19
South Yorkshire +26 27 £55,000 +33.33% 8
North Yorkshire +12 24 £45,000 +5.88% 7
East Yorkshire +26 6 £35,000 -10.26% 1
ETL
England

For the 6 months to 25 June 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.

1 147 (63.64%) SQL
2 136 (58.87%) Business Intelligence
3 106 (45.89%) Data Warehouse
3 106 (45.89%) SQL Server
4 100 (43.29%) SQL Server Integration Services
5 74 (32.03%) Agile Software Development
6 72 (31.17%) SQL Server Reporting Services
7 64 (27.71%) Microsoft
7 64 (27.71%) Analytics
8 63 (27.27%) SQL Server Analysis Services
9 62 (26.84%) T-SQL
10 52 (22.51%) Data Modelling
11 43 (18.61%) Finance
12 35 (15.15%) Microsoft Azure
13 34 (14.72%) QlikView
14 30 (12.99%) Power BI
15 28 (12.12%) Tableau
15 28 (12.12%) Relational Database
15 28 (12.12%) C#
16 27 (11.69%) Visualisation
17 26 (11.26%) Big Data
17 26 (11.26%) .NET
18 25 (10.82%) Data Analysis
19 24 (10.39%) Migration
19 24 (10.39%) Performance Tuning
19 24 (10.39%) SQL Server 2016
20 23 (9.96%) Analytical Skills
20 23 (9.96%) Stakeholder Management
20 23 (9.96%) Oracle
20 23 (9.96%) XML

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 19 (8.23%) Apache Spark
2 4 (1.73%) CMS
2 4 (1.73%) Oracle Workflow
3 3 (1.30%) SAS
4 2 (0.87%) BizTalk Server
4 2 (0.87%) Oracle SOA Suite
5 1 (0.43%) Apache
5 1 (0.43%) Apache Pig
5 1 (0.43%) Oracle Application Server
5 1 (0.43%) SharePoint
5 1 (0.43%) Tomcat
5 1 (0.43%) WebLogic
5 1 (0.43%) WildFly
Applications
1 16 (6.93%) Microsoft Excel
2 7 (3.03%) Microsoft Office
3 1 (0.43%) MS Visio
Business Applications
1 2 (0.87%) Epicor Tropos
1 2 (0.87%) NetSuite
2 1 (0.43%) Oracle Applications
Cloud Services
1 35 (15.15%) Microsoft Azure
2 12 (5.19%) Amazon AWS
3 6 (2.60%) Google Cloud Platform
3 6 (2.60%) IaaS
3 6 (2.60%) PaaS
4 2 (0.87%) Azure Data Factory
4 2 (0.87%) Google Analytics
4 2 (0.87%) Loggly
4 2 (0.87%) Sumo Logic
5 1 (0.43%) Amazon EMR
5 1 (0.43%) Amazon S3
5 1 (0.43%) Serverless
Communications & Networking
1 1 (0.43%) DSL
1 1 (0.43%) Kerberos
Database & Business Intelligence
1 106 (45.89%) Data Warehouse
1 106 (45.89%) SQL Server
2 100 (43.29%) SQL Server Integration Services
3 72 (31.17%) SQL Server Reporting Services
4 63 (27.27%) SQL Server Analysis Services
5 34 (14.72%) QlikView
6 30 (12.99%) Power BI
7 28 (12.12%) Relational Database
8 26 (11.26%) Big Data
9 24 (10.39%) SQL Server 2016
10 21 (9.09%) Hadoop
11 17 (7.36%) Apache Hive
12 16 (6.93%) Apache Cassandra
12 16 (6.93%) SQL Server 2008
13 15 (6.49%) HBase
14 14 (6.06%) BusinessObjects
14 14 (6.06%) NoSQL
15 13 (5.63%) MongoDB
16 12 (5.19%) SQL Server 2014
17 10 (4.33%) SQL Server 2005
Development Applications
1 11 (4.76%) Visual Studio
2 6 (2.60%) Octopus Deploy
3 5 (2.16%) Git (software)
4 4 (1.73%) Team Foundation Server
4 4 (1.73%) TeamCity
5 2 (0.87%) CA Release Automation
6 1 (0.43%) Jenkins
6 1 (0.43%) SQL Server Management Studio (SSMS)
6 1 (0.43%) Toad
General
1 43 (18.61%) Finance
2 10 (4.33%) Banking
2 10 (4.33%) Marketing
3 6 (2.60%) Law
3 6 (2.60%) Retail
4 4 (1.73%) Advertising
4 4 (1.73%) Billing
5 3 (1.30%) Legal
5 3 (1.30%) Manufacturing
6 1 (0.43%) Games
6 1 (0.43%) Retail Finance
6 1 (0.43%) Telecoms
Job Titles
1 105 (45.45%) Developer
2 63 (27.27%) Business Intelligence Developer
3 34 (14.72%) Business Developer
4 32 (13.85%) Architect
5 26 (11.26%) ETL Developer
6 22 (9.52%) Data Engineer
6 22 (9.52%) SSIS Developer
7 21 (9.09%) SQL Developer
8 16 (6.93%) Business Intelligence Architect
9 15 (6.49%) Data Architect
10 14 (6.06%) DBA
10 14 (6.06%) SSRS Developer
11 13 (5.63%) SSAS Developer
12 11 (4.76%) Business Architect
12 11 (4.76%) Data Warehouse Developer
12 11 (4.76%) Software Engineer
12 11 (4.76%) SQL BI Developer
13 10 (4.33%) Analyst
13 10 (4.33%) Senior Developer
14 9 (3.90%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 26 (11.26%) .NET
2 23 (9.96%) XML
3 21 (9.09%) Web Services
4 20 (8.66%) Kafka
5 19 (8.23%) JSON
6 18 (7.79%) WCF
7 11 (4.76%) .NET Framework
8 10 (4.33%) SOAP
9 9 (3.90%) XSD
10 8 (3.46%) REST
10 8 (3.46%) RESTful
11 6 (2.60%) CSS
11 6 (2.60%) HTML
11 6 (2.60%) Spring
12 4 (1.73%) ASP.NET
12 4 (1.73%) EJB
12 4 (1.73%) RAML
12 4 (1.73%) Struts
13 3 (1.30%) WinForms
13 3 (1.30%) XSLT
Miscellaneous
1 23 (9.96%) Analytical Skills
2 12 (5.19%) Management Information System
3 9 (3.90%) Self-Motivation
4 6 (2.60%) Replication
4 6 (2.60%) Taxonomies
5 5 (2.16%) Clustering
6 4 (1.73%) Enterprise Software
7 3 (1.30%) Data Protection Act
7 3 (1.30%) Fintech
7 3 (1.30%) N-Tier
8 2 (0.87%) Computer Science
8 2 (0.87%) User Experience
9 1 (0.43%) Algorithms
9 1 (0.43%) Analytical Mindset
9 1 (0.43%) Greenfield Project
Operating Systems
1 5 (2.16%) Linux
2 3 (1.30%) Unix
3 1 (0.43%) CentOS
3 1 (0.43%) Ubuntu
Processes & Methodologies
1 136 (58.87%) Business Intelligence
2 74 (32.03%) Agile Software Development
3 64 (27.71%) Analytics
4 52 (22.51%) Data Modelling
5 27 (11.69%) Visualisation
6 25 (10.82%) Data Analysis
7 24 (10.39%) Migration
7 24 (10.39%) Performance Tuning
8 23 (9.96%) Stakeholder Management
9 19 (8.23%) Data Integration
10 18 (7.79%) Data Architecture
11 16 (6.93%) CRM
11 16 (6.93%) Data Analytics
11 16 (6.93%) Data Visualisation
11 16 (6.93%) IT Strategy
11 16 (6.93%) Mentoring
11 16 (6.93%) Software Engineering
12 15 (6.49%) MapReduce
13 14 (6.06%) Master Data Management
13 14 (6.06%) Presales
Programming Languages
1 147 (63.64%) SQL
2 62 (26.84%) T-SQL
3 28 (12.12%) C#
4 19 (8.23%) Python
5 17 (7.36%) R
6 10 (4.33%) Scala
7 9 (3.90%) PL/SQL
8 8 (3.46%) C++
9 7 (3.03%) JavaScript
10 6 (2.60%) Java
11 5 (2.16%) Ruby
11 5 (2.16%) VB
11 5 (2.16%) VBA
12 4 (1.73%) PowerShell
12 4 (1.73%) VB.NET
13 3 (1.30%) ABAP
13 3 (1.30%) PHP
14 2 (0.87%) ANSI SQL
14 2 (0.87%) Bash Shell
14 2 (0.87%) Java 8
Qualifications
1 8 (3.46%) Degree
2 7 (3.03%) Microsoft Certification
3 4 (1.73%) PMI Certification
3 4 (1.73%) PMP
4 2 (0.87%) MBA
4 2 (0.87%) MCITP
4 2 (0.87%) MCTS
5 1 (0.43%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 22 (9.52%) Data Quality
2 8 (3.46%) GDPR
3 4 (1.73%) GCP
3 4 (1.73%) ISO/IEC 27001
3 4 (1.73%) SLA
4 1 (0.43%) PCI DSS
System Software
1 7 (3.03%) HDFS
2 6 (2.60%) Apache Flume
3 5 (2.16%) Virtual Machines
4 2 (0.87%) Docker
Systems Management
1 7 (3.03%) Oozie
2 5 (2.16%) SCCM
2 5 (2.16%) SCOM
2 5 (2.16%) SCOrch
3 3 (1.30%) Puppet
3 3 (1.30%) ZABBIX
4 2 (0.87%) Cobbler
4 2 (0.87%) Nagios
4 2 (0.87%) Opscode Chef
4 2 (0.87%) Prometheus
4 2 (0.87%) Rancher
4 2 (0.87%) Terraform
4 2 (0.87%) Tivoli
5 1 (0.43%) Ansible
5 1 (0.43%) Data Guard
5 1 (0.43%) Enterprise Manager Cloud Control
5 1 (0.43%) Oracle RMAN
5 1 (0.43%) Xymon
Vendors
1 64 (27.71%) Microsoft
2 28 (12.12%) Tableau
3 23 (9.96%) Oracle
4 18 (7.79%) Informatica
4 18 (7.79%) MuleSoft
4 18 (7.79%) SAP
4 18 (7.79%) webMethods
5 12 (5.19%) Google
6 11 (4.76%) IBM
7 10 (4.33%) Cognos
8 9 (3.90%) Talend
9 6 (2.60%) Sybase
10 4 (1.73%) IFS
11 3 (1.30%) CA Agile Central
11 3 (1.30%) Sage
12 2 (0.87%) Infor
12 2 (0.87%) New Relic
12 2 (0.87%) Rackspace
12 2 (0.87%) Splunk
12 2 (0.87%) Twitter