Period
to 19 January 2018

The following table provides summary statistics for permanent job vacancies advertised in Southwark with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 19 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Central London > Southwark
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 93 - 43
Rank change year-on-year - +43 -16
Permanent jobs citing Data Modelling 26 0 5
As % of all permanent IT jobs advertised in Southwark 1.69% - 2.24%
As % of the Processes & Methodologies category 1.90% - 2.37%
Number of salaries quoted 22 0 5
Southwark median annual salary £53,750 - £65,000
Central London median annual salary £60,000 £60,000 £60,000

Data Modelling 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 Southwark with a requirement for process or methodology skills.

All Process and Methodology Skills
Southwark
Permanent vacancies with a requirement for process or methodology skills 1,368 75 211
As % of all permanent IT jobs advertised in Southwark 88.95% 90.36% 94.62%
Number of salaries quoted 1,011 73 152
Southwark median annual salary £55,000 £50,000 £52,500
Median salary % change year-on-year +10.00% -4.76% +10.53%
10th Percentile £32,500 £31,250 £27,500
90th Percentile £86,250 £74,250 £82,500
Central London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

Data Modelling
Job Vacancy Trend in Southwark

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Southwark.

Job vacancy trend for Data Modelling in Southwark

Data Modelling
Salary Trend in Southwark

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Southwark.

Salary trend for Data Modelling in Southwark

Data Modelling
Salary Histogram in Southwark

The salary distribution of IT jobs citing Data Modelling in Southwark over the 6 months to 19 January 2018.

Salary histogram for Data Modelling in Southwark

For the 6 months to 19 January 2018, IT jobs citing Data Modelling 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 Southwark region with a requirement for Data Modelling.

1 15 (57.69%) SQL
1 15 (57.69%) Business Intelligence
2 12 (46.15%) Analytics
3 11 (42.31%) Data Warehouse
3 11 (42.31%) Power BI
4 10 (38.46%) ETL
4 10 (38.46%) Marketing
5 9 (34.62%) SQL Server Analysis Services
5 9 (34.62%) SQL Server
6 8 (30.77%) Finance
6 8 (30.77%) SQL Server Reporting Services
6 8 (30.77%) SQL Server Integration Services
7 7 (26.92%) T-SQL
7 7 (26.92%) Python
8 6 (23.08%) Visualisation
8 6 (23.08%) Google
8 6 (23.08%) Data Visualisation
9 5 (19.23%) R
9 5 (19.23%) Microsoft Azure
9 5 (19.23%) Data Analysis
9 5 (19.23%) Analytical Skills
9 5 (19.23%) Data Strategy
9 5 (19.23%) Azure SQL Data Warehouse
10 4 (15.38%) Kimball Methodology
10 4 (15.38%) Retail
10 4 (15.38%) Cognos
10 4 (15.38%) Tableau
10 4 (15.38%) Twitter
10 4 (15.38%) Big Data
11 3 (11.54%) Data Analytics

Data Modelling
Co-occurring IT Skills in Southwark 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 3 (11.54%) Apache Spark
1 3 (11.54%) SAS
Applications
1 2 (7.69%) Microsoft Excel
1 2 (7.69%) Microsoft PowerPoint
Business Applications
1 1 (3.85%) Salesforce.com CRM
Cloud Services
1 5 (19.23%) Microsoft Azure
2 3 (11.54%) Amazon AWS
3 2 (7.69%) Google Analytics
4 1 (3.85%) Cloud Computing
4 1 (3.85%) IaaS
4 1 (3.85%) PaaS
4 1 (3.85%) SaaS
Database & Business Intelligence
1 11 (42.31%) Data Warehouse
1 11 (42.31%) Power BI
2 9 (34.62%) SQL Server
2 9 (34.62%) SQL Server Analysis Services
3 8 (30.77%) SQL Server Integration Services
3 8 (30.77%) SQL Server Reporting Services
4 5 (19.23%) Azure SQL Data Warehouse
5 4 (15.38%) Big Data
6 3 (11.54%) Amazon Redshift
6 3 (11.54%) MySQL
7 2 (7.69%) Apache Cassandra
8 1 (3.85%) DataStage
8 1 (3.85%) Hadoop
8 1 (3.85%) NoSQL
8 1 (3.85%) OLAP
8 1 (3.85%) PostgreSQL
8 1 (3.85%) QlikView
8 1 (3.85%) RDBMS
8 1 (3.85%) Relational Database
8 1 (3.85%) SQL Server 2012
Development Applications
1 1 (3.85%) Git (software)
General
1 10 (38.46%) Marketing
2 8 (30.77%) Finance
3 4 (15.38%) Retail
4 3 (11.54%) Advertising
4 3 (11.54%) Telecoms
5 1 (3.85%) Banking
5 1 (3.85%) Electronics
5 1 (3.85%) Manufacturing
Job Titles
1 12 (46.15%) Developer
2 6 (23.08%) Analyst
3 5 (19.23%) Business Intelligence Developer
4 4 (15.38%) Data Analyst
4 4 (15.38%) Data Warehouse Developer
5 3 (11.54%) Data Manager
5 3 (11.54%) Senior Analyst
5 3 (11.54%) SSIS Developer
5 3 (11.54%) SSRS Developer
5 3 (11.54%) Strategy Manager
6 2 (7.69%) Architect
6 2 (7.69%) Database Developer
6 2 (7.69%) Python Developer
7 1 (3.85%) Business Analyst
7 1 (3.85%) Consultant
7 1 (3.85%) Data Architect
7 1 (3.85%) Senior Business Analyst
7 1 (3.85%) Senior Consultant
7 1 (3.85%) Senior Developer
7 1 (3.85%) SQL Developer
Libraries, Frameworks & Software Standards
1 2 (7.69%) Kafka
1 2 (7.69%) Mason
1 2 (7.69%) Natural Language Processing
2 1 (3.85%) Flask
2 1 (3.85%) JSON
2 1 (3.85%) Pandas
2 1 (3.85%) Velocity
2 1 (3.85%) Web Services
Miscellaneous
1 5 (19.23%) Analytical Skills
2 2 (7.69%) Client/Server
2 2 (7.69%) Data Structures
3 1 (3.85%) Data Centre
Operating Systems
1 1 (3.85%) Linux
Processes & Methodologies
1 15 (57.69%) Business Intelligence
2 12 (46.15%) Analytics
3 10 (38.46%) ETL
4 6 (23.08%) Data Visualisation
4 6 (23.08%) Visualisation
5 5 (19.23%) Data Analysis
5 5 (19.23%) Data Strategy
6 4 (15.38%) Kimball Methodology
7 3 (11.54%) Agile Software Development
7 3 (11.54%) Data Analytics
7 3 (11.54%) Data Mapping
7 3 (11.54%) Line Management
7 3 (11.54%) People Management
7 3 (11.54%) Product Management
7 3 (11.54%) Propensity Modelling
8 2 (7.69%) Business Development
8 2 (7.69%) Machine Learning
8 2 (7.69%) Stakeholder Engagement
8 2 (7.69%) Validation
8 2 (7.69%) Web Analytics
Programming Languages
1 15 (57.69%) SQL
2 7 (26.92%) Python
2 7 (26.92%) T-SQL
3 5 (19.23%) R
4 2 (7.69%) Data Analysis Expressions (DAX)
4 2 (7.69%) VBA
5 1 (3.85%) Apex Code
5 1 (3.85%) Bash Shell
5 1 (3.85%) Java
5 1 (3.85%) JavaScript
5 1 (3.85%) Scala
Qualifications
1 3 (11.54%) Degree
2 1 (3.85%) CTC Cleared
2 1 (3.85%) Security Cleared
Quality Assurance & Compliance
1 1 (3.85%) Data Quality
1 1 (3.85%) QA
System Software
1 1 (3.85%) Docker
Systems Management
1 1 (3.85%) Kubernetes
Vendors
1 6 (23.08%) Google
2 4 (15.38%) Cognos
2 4 (15.38%) Tableau
2 4 (15.38%) Twitter
3 3 (11.54%) Microsoft
4 2 (7.69%) Salesforce.com
5 1 (3.85%) IBM
5 1 (3.85%) SAP