Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Star Schema
UK > England
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 969 1041 1048
Rank change year-on-year +72 +7 +4
Permanent jobs citing Star Schema 182 171 232
As % of all permanent IT jobs advertised in England 0.11% 0.095% 0.11%
As % of the Database & Business Intelligence category 0.36% 0.32% 0.36%
Number of salaries quoted 94 148 169
England median annual salary £48,500 £54,000 £46,500
Median salary % change year-on-year -10.19% +16.13% -3.13%
10th Percentile £32,150 £34,500 £29,150
90th Percentile £67,500 £80,000 £71,250
UK median annual salary £50,000 £54,000 £43,500
% change year-on-year -7.41% +24.14% -9.38%

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 England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 50939 53047 65160
As % of all permanent IT jobs advertised in England 30.16% 29.56% 31.59%
Number of salaries quoted 42326 45770 55367
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £29,000 £28,500
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Star Schema
Job Vacancy Trend in England

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

Job vacancy trend for Star Schema in England

Star Schema
Salary Trend in England

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

Salary trend for Star Schema in England

Star Schema
Salary Histogram in England

The salary distribution of IT jobs citing Star Schema in England over the 6 months to 17 November 2017.

Salary histogram for Star Schema in England

Star Schema
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Star Schema within the England region over the 6 months to 17 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
London +19 107 £60,000 - 3
South East +46 26 £47,500 -10.80%
North of England +2 24 £40,000 +8.11% 2
South West - 18 £42,500 -
Yorkshire +34 16 £36,250 -19.44% 1
North West -6 8 £65,000 +80.56% 1
Midlands +27 3 £51,500 +35.53%
East of England +10 3 £42,500 +13.33%
East Midlands +35 2 £51,500 +62.69%
West Midlands -4 1 £35,000 -12.50%
Star Schema
UK

For the 6 months to 17 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 England region with a requirement for Star Schema.

1 153 (84.07%) Business Intelligence
2 111 (60.99%) Data Warehouse
3 106 (58.24%) Microsoft
4 100 (54.95%) Finance
5 96 (52.75%) SQL
6 90 (49.45%) Relational Database
7 83 (45.60%) Data Modelling
8 76 (41.76%) ETL
8 76 (41.76%) SQL Server
9 71 (39.01%) Degree
10 70 (38.46%) Power BI
11 66 (36.26%) Kimball Methodology
12 63 (34.62%) Java
13 56 (30.77%) MicroStrategy
14 54 (29.67%) SQL Server Integration Services
15 51 (28.02%) Banking
16 49 (26.92%) SQL Server Reporting Services
17 47 (25.82%) Asset Management
17 47 (25.82%) Agile Software Development
17 47 (25.82%) OO
17 47 (25.82%) SQL Server Analysis Services
17 47 (25.82%) Visualisation
18 46 (25.27%) Wealth Management
18 46 (25.27%) SDLC
19 45 (24.73%) Risk Analysis
19 45 (24.73%) Retail Banking
19 45 (24.73%) Investment Banking
19 45 (24.73%) OOD
19 45 (24.73%) Financial Institution
19 45 (24.73%) Risk Management

Star Schema
Co-occurring IT Skills in England 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 15 (8.24%) Apache Spark
2 10 (5.49%) Apache Pig
3 9 (4.95%) SAS
4 8 (4.40%) Apache
5 4 (2.20%) SharePoint
6 2 (1.10%) Smallworld
Applications
1 8 (4.40%) Microsoft Excel
1 8 (4.40%) Microsoft Office
2 7 (3.85%) SPSS
3 6 (3.30%) Microsoft PowerPoint
3 6 (3.30%) MS Visio
4 1 (0.55%) Microsoft Project
Business Applications
1 2 (1.10%) SAP PM
2 1 (0.55%) Oracle ERP
Cloud Services
1 6 (3.30%) Amazon AWS
1 6 (3.30%) Microsoft Azure
2 4 (2.20%) Amazon EMR
2 4 (2.20%) Google Cloud Platform
3 1 (0.55%) Azure Data Factory
Communications & Networking
1 1 (0.55%) Extranet
1 1 (0.55%) Internet
Database & Business Intelligence
1 111 (60.99%) Data Warehouse
2 90 (49.45%) Relational Database
3 76 (41.76%) SQL Server
4 70 (38.46%) Power BI
5 54 (29.67%) SQL Server Integration Services
6 49 (26.92%) SQL Server Reporting Services
7 47 (25.82%) SQL Server Analysis Services
8 26 (14.29%) RDBMS
9 23 (12.64%) BusinessObjects
9 23 (12.64%) QlikView
10 21 (11.54%) SQL Server 2008
11 19 (10.44%) Hadoop
12 18 (9.89%) BusinessObjects Web Intelligence
13 17 (9.34%) NoSQL
13 17 (9.34%) Semantic Layer
14 16 (8.79%) Big Data
14 16 (8.79%) Lumira
14 16 (8.79%) OLAP
15 13 (7.14%) HBase
15 13 (7.14%) Snowflake Schema
Development Applications
1 7 (3.85%) Team Foundation Server
1 7 (3.85%) Toad
1 7 (3.85%) Visual Studio
2 5 (2.75%) Talend Open Studio
3 4 (2.20%) JIRA
3 4 (2.20%) Subversion
4 2 (1.10%) Oracle APEX
4 2 (1.10%) Oracle Forms
4 2 (1.10%) SQL Server Management Studio (SSMS)
General
1 100 (54.95%) Finance
2 51 (28.02%) Banking
3 45 (24.73%) Financial Institution
3 45 (24.73%) Front Office
3 45 (24.73%) Investment Banking
3 45 (24.73%) Retail Banking
4 30 (16.48%) Marketing
5 17 (9.34%) Telecoms
6 15 (8.24%) Retail
7 14 (7.69%) Electronics
7 14 (7.69%) Manufacturing
8 8 (4.40%) Publishing
9 7 (3.85%) Games
10 4 (2.20%) Advertising
11 3 (1.65%) Retail Finance
12 2 (1.10%) Back Office
12 2 (1.10%) Billing
12 2 (1.10%) Legal
Job Titles
1 71 (39.01%) Developer
2 41 (22.53%) Business Intelligence Developer
3 30 (16.48%) Analyst
4 20 (10.99%) SSRS Developer
5 18 (9.89%) Architect
6 17 (9.34%) Business Developer
7 16 (8.79%) Data Architect
8 15 (8.24%) Business Intelligence Lead
8 15 (8.24%) SQL Developer
9 14 (7.69%) ETL Developer
9 14 (7.69%) SSIS Developer
10 12 (6.59%) Team Leader
11 11 (6.04%) Data Warehouse Developer
12 10 (5.49%) Data Analyst
13 9 (4.95%) Analyst Developer
13 9 (4.95%) Business Intelligence Analyst
13 9 (4.95%) Data Warehouse Analyst
13 9 (4.95%) Developer Analyst
13 9 (4.95%) SAP BusinessObjects (BO) Analyst
13 9 (4.95%) SAP BusinessObjects (BO) Developer
Libraries, Frameworks & Software Standards
1 13 (7.14%) XML
2 6 (3.30%) JSON
3 4 (2.20%) MDX
4 2 (1.10%) CSS
4 2 (1.10%) D3.js
4 2 (1.10%) HTML
Miscellaneous
1 29 (15.93%) Analytical Skills
2 18 (9.89%) Computer Science
3 14 (7.69%) Data Structures
4 7 (3.85%) Credit Risk
4 7 (3.85%) Greenfield Project
5 6 (3.30%) Mainframe
6 5 (2.75%) Semantic Web
7 4 (2.20%) Fintech
8 2 (1.10%) Enterprise Software
8 2 (1.10%) Management Information System
9 1 (0.55%) Client/Server
9 1 (0.55%) Virtual Team
Operating Systems
1 10 (5.49%) Linux
2 4 (2.20%) Unix
Processes & Methodologies
1 153 (84.07%) Business Intelligence
2 83 (45.60%) Data Modelling
3 76 (41.76%) ETL
4 66 (36.26%) Kimball Methodology
5 47 (25.82%) Agile Software Development
5 47 (25.82%) Asset Management
5 47 (25.82%) OO
5 47 (25.82%) Visualisation
6 46 (25.27%) SDLC
6 46 (25.27%) Wealth Management
7 45 (24.73%) OOD
7 45 (24.73%) Risk Analysis
7 45 (24.73%) Risk Management
8 42 (23.08%) Analytics
9 35 (19.23%) Scrum
10 33 (18.13%) Data Management
11 31 (17.03%) Data Visualisation
12 29 (15.93%) Data Architecture
13 28 (15.38%) Data Integration
13 28 (15.38%) Performance Tuning
Programming Languages
1 96 (52.75%) SQL
2 63 (34.62%) Java
3 31 (17.03%) T-SQL
4 26 (14.29%) Python
5 14 (7.69%) PL/SQL
6 10 (5.49%) Shell Script
7 9 (4.95%) R
8 7 (3.85%) MATLAB
9 6 (3.30%) JavaScript
10 4 (2.20%) C#
11 3 (1.65%) Data Analysis Expressions (DAX)
12 2 (1.10%) Scala
12 2 (1.10%) VB
Qualifications
1 71 (39.01%) Degree
2 8 (4.40%) Computer Science Degree
2 8 (4.40%) MBA
3 6 (3.30%) Postgraduate
Quality Assurance & Compliance
1 41 (22.53%) Data Quality
2 14 (7.69%) QA
3 2 (1.10%) GCP
4 1 (0.55%) SLA
System Software
1 4 (2.20%) Apache Flume
1 4 (2.20%) HDFS
Systems Management
1 4 (2.20%) Nagios
1 4 (2.20%) Oozie
Vendors
1 106 (58.24%) Microsoft
2 56 (30.77%) MicroStrategy
3 38 (20.88%) Tableau
4 31 (17.03%) Oracle
5 30 (16.48%) SAP
6 10 (5.49%) Informatica
7 8 (4.40%) Cognos
8 7 (3.85%) Alteryx
9 6 (3.30%) Birst
10 5 (2.75%) Talend
11 4 (2.20%) Cloudera
11 4 (2.20%) Google
12 2 (1.10%) Capita
13 1 (0.55%) Logi
13 1 (0.55%) Logi Analytics
13 1 (0.55%) TIBCO