Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Star Schema skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Star Schema over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Star Schema
England > Yorkshire
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 290 324 359
Rank change year-on-year +34 +35 +18
Permanent jobs citing Star Schema 17 8 4
As % of all permanent IT jobs advertised in Yorkshire 0.17% 0.072% 0.030%
As % of the Database & Business Intelligence category 0.59% 0.24% 0.090%
Number of salaries quoted 9 5 4
Yorkshire median annual salary £37,500 £45,000 £42,500
Median salary % change year-on-year -16.67% +5.88% -5.56%
10th Percentile £31,250 £39,500 £33,375
90th Percentile £53,400 £48,250 £43,750
England median annual salary £50,000 £54,000 £47,500
% change year-on-year -7.41% +13.68% -1.04%

Star Schema is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Yorkshire
Permanent vacancies with a requirement for database or business intelligence skills 2862 3322 4431
As % of all permanent IT jobs advertised in Yorkshire 29.04% 29.71% 33.61%
Number of salaries quoted 2480 2893 3682
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £26,975 £27,500 £26,250
90th Percentile £60,000 £57,500 £58,975
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Star Schema
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Star Schema in Yorkshire

Star Schema
Salary Trend in Yorkshire

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

Salary trend for Star Schema in Yorkshire

Star Schema
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Star Schema in Yorkshire over the 6 months to 24 November 2017.

Salary histogram for Star Schema in Yorkshire

Star Schema
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Star Schema within the Yorkshire region over the 6 months to 24 November 2017. 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
South Yorkshire - 8 £33,750 -
West Yorkshire +21 4 £43,000 -4.44%
East Yorkshire - 4 £40,000 -
Star Schema
England

For the 6 months to 24 November 2017, IT jobs citing Star Schema also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Yorkshire region with a requirement for Star Schema.

1 16 (94.12%) Data Warehouse
2 14 (82.35%) SQL
2 14 (82.35%) Data Modelling
3 13 (76.47%) Business Intelligence
4 11 (64.71%) BusinessObjects
4 11 (64.71%) Finance
5 10 (58.82%) Kimball Methodology
6 9 (52.94%) Relational Database
6 9 (52.94%) ETL
6 9 (52.94%) Agile Software Development
7 8 (47.06%) SQL Server Reporting Services
7 8 (47.06%) SQL Server Integration Services
7 8 (47.06%) SQL Server Analysis Services
7 8 (47.06%) Oracle
7 8 (47.06%) SQL Server
7 8 (47.06%) Tableau
7 8 (47.06%) Analytics
7 8 (47.06%) Analytical Skills
8 7 (41.18%) Lumira
8 7 (41.18%) Alteryx
8 7 (41.18%) R
8 7 (41.18%) Data Visualisation
8 7 (41.18%) Coaching
8 7 (41.18%) SPSS
8 7 (41.18%) MATLAB
8 7 (41.18%) Oracle Discoverer
8 7 (41.18%) SAS
8 7 (41.18%) Toad
8 7 (41.18%) Marketing
8 7 (41.18%) Degree

Star Schema
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 7 (41.18%) SAS
2 4 (23.53%) SharePoint
Applications
1 7 (41.18%) SPSS
Business Applications
1 1 (5.88%) Oracle ERP
Database & Business Intelligence
1 16 (94.12%) Data Warehouse
2 11 (64.71%) BusinessObjects
3 9 (52.94%) Relational Database
4 8 (47.06%) SQL Server
4 8 (47.06%) SQL Server Analysis Services
4 8 (47.06%) SQL Server Integration Services
4 8 (47.06%) SQL Server Reporting Services
5 7 (41.18%) BusinessObjects Web Intelligence
5 7 (41.18%) Lumira
5 7 (41.18%) Oracle Discoverer
6 4 (23.53%) Snowflake Schema
7 2 (11.76%) Power BI
7 2 (11.76%) QlikView
8 1 (5.88%) Oracle BI EE
8 1 (5.88%) Oracle BI Publisher
8 1 (5.88%) Oracle Database
8 1 (5.88%) Oracle Database 11g
8 1 (5.88%) Oracle ODI
8 1 (5.88%) SQL Server 2012
8 1 (5.88%) SQL Server 2016
Development Applications
1 7 (41.18%) Toad
General
1 11 (64.71%) Finance
2 7 (41.18%) Marketing
3 4 (23.53%) Retail
4 3 (17.65%) Banking
4 3 (17.65%) Retail Finance
4 3 (17.65%) Telecoms
5 2 (11.76%) Advertising
Job Titles
1 8 (47.06%) Developer
2 7 (41.18%) Analyst
2 7 (41.18%) Business Intelligence Analyst
3 4 (23.53%) ETL Developer
3 4 (23.53%) Senior Developer
3 4 (23.53%) Senior ETL Developer
3 4 (23.53%) Senior SQL Developer
3 4 (23.53%) SQL Developer
3 4 (23.53%) SSIS Developer
3 4 (23.53%) SSRS Developer
4 3 (17.65%) Business Intelligence Developer
5 1 (5.88%) Business Developer
5 1 (5.88%) Financial Analyst
5 1 (5.88%) OBIEE Developer
5 1 (5.88%) Oracle Developer
5 1 (5.88%) Report Writer
5 1 (5.88%) Senior SQL Server Developer
5 1 (5.88%) Service Analyst
5 1 (5.88%) SQL Server Developer
5 1 (5.88%) Technical Developer
Libraries, Frameworks & Software Standards
1 4 (23.53%) XML
Miscellaneous
1 8 (47.06%) Analytical Skills
2 7 (41.18%) Credit Risk
3 6 (35.29%) Computer Science
4 2 (11.76%) Data Structures
Processes & Methodologies
1 14 (82.35%) Data Modelling
2 13 (76.47%) Business Intelligence
3 10 (58.82%) Kimball Methodology
4 9 (52.94%) Agile Software Development
4 9 (52.94%) ETL
5 8 (47.06%) Analytics
6 7 (41.18%) Coaching
6 7 (41.18%) Data Visualisation
7 6 (35.29%) Economics
7 6 (35.29%) High Availability
7 6 (35.29%) Marketing Analytics
7 6 (35.29%) Statistics
7 6 (35.29%) Time Management
7 6 (35.29%) Visualisation
8 4 (23.53%) Data Cleansing
9 2 (11.76%) Data Migration
9 2 (11.76%) ETL Development
9 2 (11.76%) Migration
9 2 (11.76%) Performance Tuning
10 1 (5.88%) Scrum
Programming Languages
1 14 (82.35%) SQL
2 7 (41.18%) MATLAB
2 7 (41.18%) R
3 4 (23.53%) C#
3 4 (23.53%) Python
4 1 (5.88%) PL/SQL
4 1 (5.88%) T-SQL
Qualifications
1 7 (41.18%) Degree
2 6 (35.29%) Postgraduate
3 1 (5.88%) Numerate Degree
Quality Assurance & Compliance
1 4 (23.53%) Data Quality
2 1 (5.88%) SLA
Vendors
1 8 (47.06%) Oracle
1 8 (47.06%) Tableau
2 7 (41.18%) Alteryx
3 5 (29.41%) SAP
4 2 (11.76%) Microsoft
5 1 (5.88%) MicroStrategy