Period
to 17 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London 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 17 June 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Central London > City of London
6 months to
17 Jun 2018
Same period 2017 Same period 2016
Rank 144 125 133
Rank change year-on-year -19 +8 0
Permanent jobs citing Data Modelling 250 243 325
As % of all permanent IT jobs advertised in the City of London 2.27% 2.40% 2.42%
As % of the Processes & Methodologies category 2.45% 2.64% 2.65%
Number of salaries quoted 226 224 282
City of London median annual salary £65,000 £65,000 £60,000
Median salary % change year-on-year - +8.33% -
10th Percentile £42,500 £43,750 £46,250
90th Percentile £97,500 £92,500 £90,000
Central London median annual salary £65,000 £65,000 £60,000
% change year-on-year - +8.33% +4.35%

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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 10,184 9,200 12,273
As % of all permanent IT jobs advertised in the City of London 92.31% 90.84% 91.29%
Number of salaries quoted 9,005 8,282 11,058
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £37,500 £36,250 £35,425
90th Percentile £93,750 £91,250 £87,500
Central London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +4.55%

Data Modelling
Job Vacancy Trend in the City of London

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Data Modelling in the City of London

Data Modelling
Salary Trend in the City of London

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

Salary trend for Data Modelling in the City of London

Data Modelling
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Modelling in the City of London over the 6 months to 17 June 2018.

Salary histogram for Data Modelling in the City of London

Data Modelling
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the City of London region over the 6 months to 17 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
London Bridge - 4 £80,000 -
Data Modelling
Central London

For the 6 months to 17 June 2018, IT jobs citing Data Modelling 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 City of London region with a requirement for Data Modelling.

1 144 (57.60%) Finance
2 137 (54.80%) SQL
3 118 (47.20%) SQL Server
4 98 (39.20%) Business Intelligence
5 94 (37.60%) Data Warehouse
6 89 (35.60%) ETL
7 83 (33.20%) SQL Server Integration Services
8 72 (28.80%) Agile Software Development
8 72 (28.80%) Analytics
9 68 (27.20%) SQL Server Reporting Services
10 65 (26.00%) Microsoft
11 61 (24.40%) Power BI
12 55 (22.00%) Data Analysis
13 53 (21.20%) Degree
14 49 (19.60%) SQL Server Analysis Services
15 46 (18.40%) Data Quality
15 46 (18.40%) T-SQL
16 43 (17.20%) Analytical Skills
17 39 (15.60%) Big Data
18 37 (14.80%) Tableau
18 37 (14.80%) Problem-Solving
19 35 (14.00%) Mathematics
19 35 (14.00%) Java
20 34 (13.60%) Data Management
21 32 (12.80%) Microsoft Azure
22 31 (12.40%) Data Analytics
23 30 (12.00%) Computer Science
23 30 (12.00%) C#
24 29 (11.60%) Microsoft Excel
25 28 (11.20%) Migration

Data Modelling
Co-occurring IT Skills in the City of London 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 14 (5.60%) Elasticsearch
2 11 (4.40%) Apache Spark
3 9 (3.60%) SharePoint
4 2 (0.80%) Apache Solr
4 2 (0.80%) Oracle SOA Suite
4 2 (0.80%) SAS
5 1 (0.40%) Adobe Experience Manager
5 1 (0.40%) Apache
5 1 (0.40%) Confluence
5 1 (0.40%) DataSynapse
5 1 (0.40%) JBoss
5 1 (0.40%) Oracle Coherence
5 1 (0.40%) Oracle Workflow
5 1 (0.40%) WebLogic
5 1 (0.40%) WebSphere
Applications
1 29 (11.60%) Microsoft Excel
2 17 (6.80%) Spreadsheet
3 7 (2.80%) Microsoft Office
4 6 (2.40%) SPSS
5 4 (1.60%) Stata
6 3 (1.20%) AutoCAD
6 3 (1.20%) Revit
7 2 (0.80%) MS Visio
8 1 (0.40%) Adobe Illustrator
8 1 (0.40%) EViews
8 1 (0.40%) Fireworks
8 1 (0.40%) InVision
8 1 (0.40%) Microsoft Project
8 1 (0.40%) Photoshop
Business Applications
1 6 (2.40%) Dynamics CRM
2 3 (1.20%) Primavera
3 1 (0.40%) OpenText MBPM
3 1 (0.40%) SAP BPC
3 1 (0.40%) SAP CO
3 1 (0.40%) SAP FI
3 1 (0.40%) SAP FI/CO
Cloud Services
1 32 (12.80%) Microsoft Azure
2 11 (4.40%) PaaS
3 10 (4.00%) Amazon AWS
4 5 (2.00%) Cloud Computing
4 5 (2.00%) Salesforce Service Cloud
5 3 (1.20%) Google Cloud Platform
6 2 (0.80%) Cortana Intelligence Suite
6 2 (0.80%) SaaS
6 2 (0.80%) Salesforce Sales Cloud
6 2 (0.80%) Twilio
7 1 (0.40%) Adobe Analytics
7 1 (0.40%) Amazon EMR
7 1 (0.40%) Azure Data Factory
7 1 (0.40%) Azure Machine Learning
7 1 (0.40%) Boomi
7 1 (0.40%) CloudBees
7 1 (0.40%) Cloudflare
7 1 (0.40%) Dynamics 365
7 1 (0.40%) Force.com
7 1 (0.40%) IBM Blueworks
Communications & Networking
1 4 (1.60%) AMQP
1 4 (1.60%) Internet
2 3 (1.20%) VPN
3 2 (0.80%) Cisco ASA
3 2 (0.80%) Firewall
3 2 (0.80%) LAN
3 2 (0.80%) SSL
3 2 (0.80%) WAN
4 1 (0.40%) Network Security
4 1 (0.40%) VLAN
Database & Business Intelligence
1 118 (47.20%) SQL Server
2 94 (37.60%) Data Warehouse
3 83 (33.20%) SQL Server Integration Services
4 68 (27.20%) SQL Server Reporting Services
5 61 (24.40%) Power BI
6 49 (19.60%) SQL Server Analysis Services
7 39 (15.60%) Big Data
8 27 (10.80%) Relational Database
9 19 (7.60%) Data Lake
9 19 (7.60%) OLAP
10 16 (6.40%) Hadoop
11 15 (6.00%) SQL Server 2012
12 14 (5.60%) OLTP
13 12 (4.80%) Data Mining
13 12 (4.80%) RDBMS
14 10 (4.00%) BusinessObjects
14 10 (4.00%) MongoDB
14 10 (4.00%) OLAP Cube
14 10 (4.00%) PowerPivot
15 9 (3.60%) Azure SQL Database
Development Applications
1 14 (5.60%) Git (software)
2 12 (4.80%) ERwin
2 12 (4.80%) Moq
2 12 (4.80%) MSTest
2 12 (4.80%) NUnit
3 10 (4.00%) Team Foundation Server
4 6 (2.40%) JIRA
5 5 (2.00%) ER Studio
6 2 (0.80%) Jenkins
6 2 (0.80%) LINQPad
6 2 (0.80%) Rhino Mocks
6 2 (0.80%) Subversion
6 2 (0.80%) Visual Studio
7 1 (0.40%) Ant
7 1 (0.40%) Bitbucket
7 1 (0.40%) Eclipse
7 1 (0.40%) Maven
7 1 (0.40%) SpecFlow
7 1 (0.40%) Toad
7 1 (0.40%) XMLSpy
General
1 144 (57.60%) Finance
2 18 (7.20%) Marketing
3 17 (6.80%) Financial Institution
4 15 (6.00%) Banking
5 10 (4.00%) Retail
6 8 (3.20%) Advertising
7 5 (2.00%) Back Office
7 5 (2.00%) Legal
8 4 (1.60%) Front Office
8 4 (1.60%) General Ledger
8 4 (1.60%) International Banking
9 3 (1.20%) Military
10 2 (0.80%) Investment Banking
10 2 (0.80%) Telecoms
11 1 (0.40%) Electronics
11 1 (0.40%) Games
11 1 (0.40%) Law
11 1 (0.40%) Mandarin Language
11 1 (0.40%) Multimedia
11 1 (0.40%) Publishing
Job Titles
1 82 (32.80%) Developer
2 50 (20.00%) Analyst
3 32 (12.80%) Architect
3 32 (12.80%) Business Intelligence Developer
4 27 (10.80%) Senior Developer
5 26 (10.40%) Consultant
6 24 (9.60%) Data Architect
7 21 (8.40%) Data Analyst
7 21 (8.40%) Data Warehouse Developer
8 20 (8.00%) SSIS Developer
9 16 (6.40%) Business Analyst
9 16 (6.40%) SSRS Developer
10 15 (6.00%) Java Developer
11 13 (5.20%) Business Intelligence Analyst
11 13 (5.20%) SQL Analyst
11 13 (5.20%) SQL Developer
12 12 (4.80%) Senior Manager
13 11 (4.40%) C# Developer
13 11 (4.40%) Data Manager
13 11 (4.40%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 23 (9.20%) .NET
1 23 (9.20%) REST
2 15 (6.00%) SOAP
3 13 (5.20%) ASP.NET Web API
4 12 (4.80%) Mason
4 12 (4.80%) Web Services
5 11 (4.40%) ASP.NET
5 11 (4.40%) MDX
5 11 (4.40%) RESTful
5 11 (4.40%) XML
6 10 (4.00%) ASP.NET Core
7 6 (2.40%) CSS
7 6 (2.40%) HTML
7 6 (2.40%) Visualforce
8 5 (2.00%) Kafka
9 4 (1.60%) MSMQ
9 4 (1.60%) Rendezvous
9 4 (1.60%) Swing
10 3 (1.20%) J2EE
10 3 (1.20%) Spring
Miscellaneous
1 43 (17.20%) Analytical Skills
2 30 (12.00%) Computer Science
3 27 (10.80%) Data Structures
4 24 (9.60%) Management Information System
5 14 (5.60%) Market Risk
6 11 (4.40%) Enterprise Software
7 10 (4.00%) Fintech
7 10 (4.00%) Greenfield Project
8 8 (3.20%) Derivative
8 8 (3.20%) Hedge funds
9 7 (2.80%) Tandem
10 5 (2.00%) Foreign Exchange (FX)
10 5 (2.00%) Reinsurance
11 4 (1.60%) Self-Motivation
12 3 (1.20%) Algorithms
12 3 (1.20%) Taxonomies
12 3 (1.20%) Virtual Team
13 2 (0.80%) CMDB
13 2 (0.80%) Reference Data
13 2 (0.80%) Social Media
Operating Systems
1 15 (6.00%) Windows
2 7 (2.80%) Linux
3 3 (1.20%) Unix
3 3 (1.20%) Windows Server
3 3 (1.20%) Windows Server 2012
4 2 (0.80%) Windows Server 2008
Processes & Methodologies
1 98 (39.20%) Business Intelligence
2 89 (35.60%) ETL
3 72 (28.80%) Agile Software Development
3 72 (28.80%) Analytics
4 55 (22.00%) Data Analysis
5 37 (14.80%) Problem-Solving
6 35 (14.00%) Mathematics
7 34 (13.60%) Data Management
8 31 (12.40%) Data Analytics
9 28 (11.20%) Data Architecture
9 28 (11.20%) Migration
10 27 (10.80%) Data Strategy
11 23 (9.20%) Test Automation
12 22 (8.80%) Project Management
13 21 (8.40%) Information Governance
13 21 (8.40%) Statistics
14 20 (8.00%) Continuous Integration
14 20 (8.00%) Software Engineering
14 20 (8.00%) Visualisation
15 19 (7.60%) Data Integration
Programming Languages
1 137 (54.80%) SQL
2 46 (18.40%) T-SQL
3 35 (14.00%) Java
4 30 (12.00%) C#
5 24 (9.60%) Python
6 17 (6.80%) R
7 15 (6.00%) VB
8 14 (5.60%) VBA
9 12 (4.80%) PowerShell
10 9 (3.60%) Apex Code
10 9 (3.60%) Scala
11 7 (2.80%) PL/SQL
12 6 (2.40%) JavaScript
13 4 (1.60%) Data Analysis Expressions (DAX)
14 3 (1.20%) C++
14 3 (1.20%) Prolog
15 2 (0.80%) Perl
15 2 (0.80%) VBScript
16 1 (0.40%) MATLAB
16 1 (0.40%) Shell Script
Qualifications
1 53 (21.20%) Degree
2 12 (4.80%) Security Cleared
3 8 (3.20%) PhD
4 6 (2.40%) Computer Science Degree
5 3 (1.20%) Six Sigma Yellow Belt
6 2 (0.80%) PMI Certification
7 1 (0.40%) CCA
7 1 (0.40%) Master's Degree
7 1 (0.40%) MCITP
7 1 (0.40%) Microsoft Certification
7 1 (0.40%) Numerate Degree
7 1 (0.40%) PMP
Quality Assurance & Compliance
1 46 (18.40%) Data Quality
2 12 (4.80%) QA
3 11 (4.40%) GDPR
4 7 (2.80%) PMO
5 2 (0.80%) Solvency II
6 1 (0.40%) Dodd-Frank
6 1 (0.40%) EMIR
6 1 (0.40%) FATCA
6 1 (0.40%) GCP
6 1 (0.40%) MiFID
6 1 (0.40%) SLA
System Software
1 4 (1.60%) HDFS
2 3 (1.20%) Virtual Machines
2 3 (1.20%) VMware Infrastructure
3 2 (0.80%) Active Directory
3 2 (0.80%) Apache Flume
3 2 (0.80%) Docker
Systems Management
1 4 (1.60%) Oozie
2 2 (0.80%) Single Sign-On
3 1 (0.40%) Ansible
3 1 (0.40%) Hadoop YARN
3 1 (0.40%) Kubernetes
3 1 (0.40%) Mesos
3 1 (0.40%) Puppet
3 1 (0.40%) Systems Management Server (SMS)
Vendors
1 65 (26.00%) Microsoft
2 37 (14.80%) Tableau
3 27 (10.80%) Oracle
4 18 (7.20%) Salesforce.com
5 17 (6.80%) SAP
6 13 (5.20%) IBM
6 13 (5.20%) Informatica
7 5 (2.00%) Google
8 4 (1.60%) TIBCO
9 3 (1.20%) Alteryx
9 3 (1.20%) Cloudera
9 3 (1.20%) VMware
9 3 (1.20%) Xerox
10 2 (0.80%) Apple
10 2 (0.80%) Bloomberg
10 2 (0.80%) Charles River
10 2 (0.80%) Cisco
10 2 (0.80%) Cognos
10 2 (0.80%) ServiceNow
10 2 (0.80%) Teradata