Period
to 18 February 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Logical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logical Data Model over the 6 months to 18 February 2019 with a comparison to the same period in the previous 2 years.

Logical Data Model
England > London
6 months to
18 Feb 2019
Same period 2018 Same period 2017
Rank 646 694 649
Rank change year-on-year +48 -45 +22
Permanent jobs citing Logical Data Model 123 124 173
As % of all permanent IT jobs advertised in London 0.20% 0.18% 0.25%
As % of the Processes & Methodologies category 0.21% 0.19% 0.27%
Number of salaries quoted 83 81 124
London median annual salary £80,000 £77,500 £75,000
Median salary % change year-on-year +3.23% +3.33% +3.45%
10th Percentile £51,350 £52,500 £51,625
90th Percentile £100,000 £100,000 £106,250
England median annual salary £75,000 £65,000 £65,000
% change year-on-year +15.38% - +8.33%

Logical Data Model 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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 57,610 64,516 64,080
As % of all permanent IT jobs advertised in London 92.12% 93.03% 92.08%
Number of salaries quoted 46,484 52,794 54,300
London median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% +0.00% +9.09%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £95,000 £92,500 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Logical Data Model
Job Vacancy Trend in London

Job postings citing Logical Data Model as a percentage of all IT jobs advertised in London.

Job vacancy trend for Logical Data Model in London

Logical Data Model
Salary Trend in London

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

Salary trend for Logical Data Model in London

Logical Data Model
Salary Histogram in London

The salary distribution of IT jobs citing Logical Data Model in London over the 6 months to 18 February 2019.

Salary histogram for Logical Data Model in London

Logical Data Model
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logical Data Model within the London region over the 6 months to 18 February 2019. 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
Central London +35 17 £58,500 -16.43% 7
South London +10 17 £60,000 -7.69%
West London +23 1 £82,500 +53.49% 2
Logical Data Model
England

For the 6 months to 18 February 2019, IT jobs citing Logical Data Model 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 London region with a requirement for Logical Data Model.

1 123 (100.00%) Data Modelling
2 70 (56.91%) Finance
3 66 (53.66%) Data Architecture
4 53 (43.09%) Physical Data Model
5 51 (41.46%) Data Warehouse
6 47 (38.21%) SQL
6 47 (38.21%) Agile Software Development
7 45 (36.59%) ETL
8 44 (35.77%) SQL Server
9 43 (34.96%) Analytics
10 38 (30.89%) Waterfall
11 37 (30.08%) Microsoft
11 37 (30.08%) Data Management
12 35 (28.46%) Degree
13 34 (27.64%) Problem-Solving
14 31 (25.20%) SQL Server Integration Services
14 31 (25.20%) Business Intelligence
15 30 (24.39%) Data Governance
16 29 (23.58%) Conceptual Models
17 28 (22.76%) Python
17 28 (22.76%) Business Analysis
18 27 (21.95%) Migration
18 27 (21.95%) Business Process Mapping
18 27 (21.95%) Data Migration
19 26 (21.14%) SQL Server Analysis Services
19 26 (21.14%) Dimensional Modelling
19 26 (21.14%) SDLC
19 26 (21.14%) SQL Server Reporting Services
19 26 (21.14%) ERwin
20 25 (20.33%) T-SQL

Logical Data Model
Co-occurring IT Skills in 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 (11.38%) Apache Spark
2 12 (9.76%) SharePoint
3 11 (8.94%) Confluence
3 11 (8.94%) SAS
4 2 (1.63%) Apache Airflow
4 2 (1.63%) Elasticsearch
Applications
1 21 (17.07%) MS Visio
Cloud Services
1 15 (12.20%) Amazon AWS
2 13 (10.57%) Microsoft Azure
3 10 (8.13%) Office 365
4 6 (4.88%) Azure Data Factory
4 6 (4.88%) Cloud Computing
5 4 (3.25%) Amazon S3
5 4 (3.25%) Boomi
5 4 (3.25%) GitHub
6 3 (2.44%) SaaS
7 2 (1.63%) Amazon EMR
Communications & Networking
1 1 (0.81%) SMTP
Database & Business Intelligence
1 51 (41.46%) Data Warehouse
2 44 (35.77%) SQL Server
3 31 (25.20%) SQL Server Integration Services
4 26 (21.14%) SQL Server Analysis Services
4 26 (21.14%) SQL Server Reporting Services
5 23 (18.70%) NoSQL
6 19 (15.45%) Big Data
6 19 (15.45%) Hadoop
7 11 (8.94%) Data Lake
7 11 (8.94%) QlikView
8 10 (8.13%) MongoDB
9 8 (6.50%) Oracle Database
9 8 (6.50%) Oracle Database 11g
10 6 (4.88%) Enterprise Data Warehouse
10 6 (4.88%) Oracle Database 10g
10 6 (4.88%) Power BI
10 6 (4.88%) SQL Server 2005
10 6 (4.88%) SQL Server 2008
10 6 (4.88%) SQL Server 2012
11 4 (3.25%) SSDT
Development Applications
1 26 (21.14%) ERwin
2 24 (19.51%) ER Studio
3 12 (9.76%) RequisitePro
4 11 (8.94%) JIRA
5 6 (4.88%) Git (software)
5 6 (4.88%) Subversion
6 1 (0.81%) MagicDraw
6 1 (0.81%) PowerDesigner
6 1 (0.81%) RStudio
General
1 70 (56.91%) Finance
2 6 (4.88%) Front Office
3 2 (1.63%) Banking
3 2 (1.63%) Financial Institution
3 2 (1.63%) Music Industry
3 2 (1.63%) Telecoms
4 1 (0.81%) Investment Banking
4 1 (0.81%) Marketing
Job Titles
1 59 (47.97%) Architect
2 50 (40.65%) Data Architect
3 31 (25.20%) Analyst
4 28 (22.76%) Business Analyst
5 12 (9.76%) Business Intelligence Architect
5 12 (9.76%) Developer
6 11 (8.94%) Database Developer
7 10 (8.13%) Business IT Analyst
7 10 (8.13%) IT Analyst
7 10 (8.13%) IT Business Analyst
8 9 (7.32%) Data Engineer
8 9 (7.32%) Finance Business Analyst
8 9 (7.32%) Financial Analyst
8 9 (7.32%) Financial Business Analyst
8 9 (7.32%) Financial Services Business Analyst
8 9 (7.32%) Service Analyst
9 7 (5.69%) Data Modeller
9 7 (5.69%) SQL Database Developer
9 7 (5.69%) SQL Developer
10 6 (4.88%) Python Engineer
Libraries, Frameworks & Software Standards
1 6 (4.88%) AngularJS
1 6 (4.88%) Jinja
1 6 (4.88%) Node.js
1 6 (4.88%) REST
1 6 (4.88%) Swagger
2 5 (4.07%) XML
3 2 (1.63%) JSON
3 2 (1.63%) XBRL
4 1 (0.81%) CSS
4 1 (0.81%) FpML
4 1 (0.81%) MDX
Miscellaneous
1 17 (13.82%) Data Structures
2 13 (10.57%) Analytical Skills
3 10 (8.13%) User Experience
4 8 (6.50%) Management Information System
4 8 (6.50%) Reference Data
5 6 (4.88%) Clustering
6 4 (3.25%) Taxonomies
7 1 (0.81%) Credit Risk
7 1 (0.81%) Enterprise Software
7 1 (0.81%) Fintech
7 1 (0.81%) Foreign Exchange (FX)
7 1 (0.81%) Greenfield Project
7 1 (0.81%) Market Risk
7 1 (0.81%) Smart Meter
Operating Systems
1 14 (11.38%) Linux
2 10 (8.13%) Windows
2 10 (8.13%) Windows Server
3 4 (3.25%) Oracle Linux
Processes & Methodologies
1 123 (100.00%) Data Modelling
2 66 (53.66%) Data Architecture
3 53 (43.09%) Physical Data Model
4 47 (38.21%) Agile Software Development
5 45 (36.59%) ETL
6 43 (34.96%) Analytics
7 38 (30.89%) Waterfall
8 37 (30.08%) Data Management
9 34 (27.64%) Problem-Solving
10 31 (25.20%) Business Intelligence
11 30 (24.39%) Data Governance
12 29 (23.58%) Conceptual Models
13 28 (22.76%) Business Analysis
14 27 (21.95%) Business Process Mapping
14 27 (21.95%) Data Migration
14 27 (21.95%) Migration
15 26 (21.14%) Dimensional Modelling
15 26 (21.14%) SDLC
16 22 (17.89%) Data Analysis
17 21 (17.07%) UML
Programming Languages
1 47 (38.21%) SQL
2 28 (22.76%) Python
3 25 (20.33%) T-SQL
4 16 (13.01%) R
5 7 (5.69%) Java
6 4 (3.25%) VB
7 1 (0.81%) C#
7 1 (0.81%) Data Analysis Expressions (DAX)
7 1 (0.81%) PL/SQL
7 1 (0.81%) PowerShell
Qualifications
1 35 (28.46%) Degree
2 16 (13.01%) ISEB
3 12 (9.76%) Computer Science Degree
4 11 (8.94%) TOGAF Certification
5 3 (2.44%) Master's Degree
6 2 (1.63%) SC Cleared
6 2 (1.63%) Security Cleared
7 1 (0.81%) Microsoft Certification
Quality Assurance & Compliance
1 24 (19.51%) GDPR
2 20 (16.26%) Data Quality
3 12 (9.76%) PMO
4 3 (2.44%) ISO 20022
4 3 (2.44%) QA
System Software
1 10 (8.13%) Active Directory
2 6 (4.88%) Docker
2 6 (4.88%) Oracle Clusterware
2 6 (4.88%) Oracle RAC
Systems Management
1 12 (9.76%) HP Quality Center
2 4 (3.25%) Control-M
Vendors
1 37 (30.08%) Microsoft
2 21 (17.07%) Tableau
3 18 (14.63%) Informatica
4 14 (11.38%) Oracle
5 11 (8.94%) Atlassian
5 11 (8.94%) SAP
6 10 (8.13%) VMware
7 6 (4.88%) WSO2
8 4 (3.25%) Dell
8 4 (3.25%) WorldPay
9 2 (1.63%) Cognizant
9 2 (1.63%) Google
9 2 (1.63%) Salesforce.com
10 1 (0.81%) Casewise
10 1 (0.81%) IBM
10 1 (0.81%) Talend