Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 20 November 2018 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > England
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 899 923 959
Rank change year-on-year +24 +36 -99
Permanent jobs citing Logical Data Model 223 248 252
As % of all permanent IT jobs advertised in England 0.15% 0.15% 0.14%
As % of the Processes & Methodologies category 0.16% 0.16% 0.16%
Number of salaries quoted 184 197 211
England median annual salary £70,000 £57,500 £60,000
Median salary % change year-on-year +21.74% -4.17% -
10th Percentile £45,000 £40,750 £41,250
90th Percentile £96,250 £85,000 £97,500
UK median annual salary £70,000 £57,500 £60,000
% change year-on-year +21.74% -4.17% +4.35%

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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 138,446 154,293 160,521
As % of all permanent IT jobs advertised in England 91.18% 91.50% 90.93%
Number of salaries quoted 111,142 122,979 134,729
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

Logical Data Model
Job Vacancy Trend in England

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

Job vacancy trend for Logical Data Model in England

Logical Data Model
Salary Trend in England

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

Salary trend for Logical Data Model in England

Logical Data Model
Salary Histogram in England

The salary distribution of IT jobs citing Logical Data Model in England over the 6 months to 20 November 2018.

Salary histogram for Logical Data Model in England

Logical Data Model
Job Locations in England

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 England region over the 6 months to 20 November 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 +54 102 £75,000 -3.23% 19
North of England +28 47 £60,000 +14.29% 7
South East +11 39 £70,000 +33.33% 6
Yorkshire +40 33 £60,000 +14.29% 3
East of England +27 15 £63,750 +15.91% 1
North West +12 13 £65,000 +15.56% 4
Midlands +15 11 £75,000 +26.05% 1
South West +2 11 £80,000 +39.13% 1
East Midlands +13 6 £75,000 +50.00%
West Midlands +17 5 £75,000 +20.00% 1
North East +3 1 £70,000 +121.96%
Logical Data Model
UK

For the 6 months to 20 November 2018, 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 England region with a requirement for Logical Data Model.

1 223 (100.00%) Data Modelling
2 111 (49.78%) Physical Data Model
3 99 (44.39%) SQL
3 99 (44.39%) Data Architecture
4 97 (43.50%) Data Warehouse
5 72 (32.29%) Finance
5 72 (32.29%) Agile Software Development
6 66 (29.60%) Business Intelligence
7 65 (29.15%) Data Management
8 64 (28.70%) ETL
8 64 (28.70%) SQL Server
9 59 (26.46%) Data Integration
10 52 (23.32%) Migration
10 52 (23.32%) Data Quality
10 52 (23.32%) Analytical Skills
11 51 (22.87%) Degree
12 50 (22.42%) Analytics
13 47 (21.08%) Data Analysis
14 43 (19.28%) Data Governance
15 42 (18.83%) SDLC
16 41 (18.39%) UML
16 41 (18.39%) Microsoft
17 40 (17.94%) ERwin
18 39 (17.49%) SQL Server Integration Services
19 38 (17.04%) SQL Server Reporting Services
19 38 (17.04%) Conceptual Models
20 37 (16.59%) Data Migration
21 36 (16.14%) Oracle
21 36 (16.14%) Big Data
22 33 (14.80%) Problem-Solving

Logical Data Model
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 10 (4.48%) Apache Spark
2 6 (2.69%) SharePoint
3 5 (2.24%) Apache Airflow
3 5 (2.24%) Elasticsearch
3 5 (2.24%) SAS
4 3 (1.35%) BizTalk Server
4 3 (1.35%) Oracle SOA Suite
5 2 (0.90%) Adobe Experience Manager
5 2 (0.90%) Apache
6 1 (0.45%) Confluence
6 1 (0.45%) Oracle Workflow
Applications
1 13 (5.83%) MS Visio
2 5 (2.24%) Microsoft Excel
3 3 (1.35%) Microsoft Office
Business Applications
1 3 (1.35%) SAP MDG
2 1 (0.45%) Oracle Applications
2 1 (0.45%) Oracle EBS
2 1 (0.45%) Oracle EBS R12
2 1 (0.45%) SAP CO
2 1 (0.45%) SAP FI
2 1 (0.45%) SAP FI/CO
2 1 (0.45%) SAP S/4HANA
Cloud Services
1 32 (14.35%) Microsoft Azure
2 18 (8.07%) Amazon AWS
3 7 (3.14%) SaaS
4 5 (2.24%) Amazon EMR
5 4 (1.79%) Amazon S3
5 4 (1.79%) Azure Data Factory
5 4 (1.79%) Boomi
5 4 (1.79%) PaaS
6 3 (1.35%) Google Cloud Platform
7 2 (0.90%) Adobe Analytics
7 2 (0.90%) IaaS
7 2 (0.90%) IBM Cloud
8 1 (0.45%) Dynamics 365
Communications & Networking
1 1 (0.45%) Internet
1 1 (0.45%) Intranet
1 1 (0.45%) SMTP
Database & Business Intelligence
1 97 (43.50%) Data Warehouse
2 64 (28.70%) SQL Server
3 39 (17.49%) SQL Server Integration Services
4 38 (17.04%) SQL Server Reporting Services
5 36 (16.14%) Big Data
6 27 (12.11%) SQL Server Analysis Services
7 20 (8.97%) NoSQL
7 20 (8.97%) Oracle Database
8 17 (7.62%) OLAP
8 17 (7.62%) Relational Database
9 16 (7.17%) Hadoop
10 15 (6.73%) Power BI
11 14 (6.28%) MongoDB
11 14 (6.28%) OLTP
12 13 (5.83%) Oracle Database 11g
12 13 (5.83%) RDBMS
12 13 (5.83%) SQL Server 2008
12 13 (5.83%) SQL Server 2012
13 11 (4.93%) MySQL
13 11 (4.93%) SAP Data Services
Development Applications
1 40 (17.94%) ERwin
2 21 (9.42%) ER Studio
3 15 (6.73%) Subversion
4 13 (5.83%) Git (software)
5 9 (4.04%) PowerDesigner
6 7 (3.14%) RequisitePro
7 4 (1.79%) JIRA
8 3 (1.35%) Team Foundation Server
9 2 (0.90%) VSS/SourceSafe
10 1 (0.45%) MagicDraw
10 1 (0.45%) Oracle Forms
10 1 (0.45%) RStudio
10 1 (0.45%) Visual Studio
General
1 72 (32.29%) Finance
2 15 (6.73%) Front Office
3 10 (4.48%) Banking
4 6 (2.69%) Financial Institution
5 5 (2.24%) Music Industry
5 5 (2.24%) Publishing
6 4 (1.79%) Investment Banking
6 4 (1.79%) Marketing
6 4 (1.79%) Retail
7 3 (1.35%) Private Banking
8 1 (0.45%) Advertising
8 1 (0.45%) Back Office
8 1 (0.45%) Electronics
8 1 (0.45%) Law
8 1 (0.45%) Manufacturing
8 1 (0.45%) Pharmaceutical
Job Titles
1 119 (53.36%) Architect
2 100 (44.84%) Data Architect
3 47 (21.08%) Analyst
4 29 (13.00%) Business Analyst
5 27 (12.11%) Developer
6 18 (8.07%) Enterprise Architect
7 16 (7.17%) Enterprise Data Architect
8 15 (6.73%) Data Engineer
8 15 (6.73%) Data Modeller
9 14 (6.28%) Agile Business Analyst
10 12 (5.38%) Business Intelligence Architect
10 12 (5.38%) Database Developer
11 11 (4.93%) Python Engineer
12 10 (4.48%) Cloud Engineer
13 9 (4.04%) Data Analyst
13 9 (4.04%) Solutions Architect
13 9 (4.04%) SQL Developer
14 8 (3.59%) Administrator
14 8 (3.59%) DBA
14 8 (3.59%) Senior Architect
Libraries, Frameworks & Software Standards
1 21 (9.42%) XML
2 13 (5.83%) Jinja
2 13 (5.83%) Middleware
3 12 (5.38%) JSON
4 11 (4.93%) Web Services
5 7 (3.14%) CSS
5 7 (3.14%) Oracle GoldenGate
6 6 (2.69%) REST
7 5 (2.24%) J2EE
8 3 (1.35%) jQuery
8 3 (1.35%) SOAP
9 2 (0.90%) .NET
9 2 (0.90%) DOM
9 2 (0.90%) FIX Protocol
9 2 (0.90%) JDBC
9 2 (0.90%) JMS
9 2 (0.90%) Kafka
9 2 (0.90%) MDX
9 2 (0.90%) Spring
9 2 (0.90%) XBRL
Miscellaneous
1 52 (23.32%) Analytical Skills
2 23 (10.31%) Data Structures
3 19 (8.52%) Computer Science
3 19 (8.52%) Management Information System
3 19 (8.52%) Reference Data
3 19 (8.52%) Taxonomies
4 14 (6.28%) User Experience
5 7 (3.14%) Hybrid Cloud
6 6 (2.69%) Clustering
7 4 (1.79%) Greenfield Project
7 4 (1.79%) NHS
8 3 (1.35%) Cyberthreat
8 3 (1.35%) Enterprise Software
8 3 (1.35%) Self-Motivation
8 3 (1.35%) Smart Meter
9 2 (0.90%) Driving Licence
9 2 (0.90%) Equities
9 2 (0.90%) Public Cloud
10 1 (0.45%) Data Protection Act
10 1 (0.45%) SCADA
Operating Systems
1 5 (2.24%) Windows
2 1 (0.45%) Unix
Processes & Methodologies
1 223 (100.00%) Data Modelling
2 111 (49.78%) Physical Data Model
3 99 (44.39%) Data Architecture
4 72 (32.29%) Agile Software Development
5 66 (29.60%) Business Intelligence
6 65 (29.15%) Data Management
7 64 (28.70%) ETL
8 59 (26.46%) Data Integration
9 52 (23.32%) Migration
10 50 (22.42%) Analytics
11 47 (21.08%) Data Analysis
12 43 (19.28%) Data Governance
13 42 (18.83%) SDLC
14 41 (18.39%) UML
15 38 (17.04%) Conceptual Models
16 37 (16.59%) Data Migration
17 33 (14.80%) Problem-Solving
18 27 (12.11%) Dimensional Modelling
19 26 (11.66%) TOGAF
19 26 (11.66%) Waterfall
Programming Languages
1 99 (44.39%) SQL
2 32 (14.35%) Python
3 24 (10.76%) T-SQL
4 18 (8.07%) R
5 7 (3.14%) Java
5 7 (3.14%) PL/SQL
6 2 (0.90%) C#
6 2 (0.90%) Data Analysis Expressions (DAX)
6 2 (0.90%) JavaScript
6 2 (0.90%) Perl
6 2 (0.90%) PowerShell
6 2 (0.90%) Shell Script
7 1 (0.45%) C++
7 1 (0.45%) Go
7 1 (0.45%) Scala
Qualifications
1 51 (22.87%) Degree
2 7 (3.14%) ISEB
3 6 (2.69%) TOGAF Certification
4 4 (1.79%) Computer Science Degree
5 3 (1.35%) ITIL Certification
5 3 (1.35%) Master's Degree
5 3 (1.35%) Postgraduate
6 2 (0.90%) SC Cleared
6 2 (0.90%) Security Cleared
7 1 (0.45%) Microsoft Certification
Quality Assurance & Compliance
1 52 (23.32%) Data Quality
2 16 (7.17%) GDPR
3 7 (3.14%) PMO
3 7 (3.14%) QA
4 3 (1.35%) ISO 20022
5 2 (0.90%) MiFID
6 1 (0.45%) SLA
System Software
1 6 (2.69%) Oracle Clusterware
1 6 (2.69%) Oracle RAC
2 2 (0.90%) Apache ZooKeeper
3 1 (0.45%) HDFS
Systems Management
1 7 (3.14%) HP Quality Center
Vendors
1 41 (18.39%) Microsoft
2 36 (16.14%) Oracle
3 24 (10.76%) Informatica
4 11 (4.93%) Tableau
5 10 (4.48%) IBM
6 9 (4.04%) SAP
6 9 (4.04%) Trillium
7 8 (3.59%) Talend
8 5 (2.24%) Cognos
8 5 (2.24%) Google
8 5 (2.24%) Salesforce.com
9 4 (1.79%) Casewise
9 4 (1.79%) Dell
10 2 (0.90%) Adobe
10 2 (0.90%) Birst
10 2 (0.90%) Cloudera
10 2 (0.90%) MapR
10 2 (0.90%) Netezza
10 2 (0.90%) Teradata
11 1 (0.45%) DataFlux