Period
to 15 December 2017

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 15 December 2017 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > England
6 months to
15 Dec 2017
Same period 2016 Same period 2015
Rank 910 928 842
Rank change year-on-year +18 -86 +135
Permanent jobs citing Logical Data Model 251 269 445
As % of all permanent IT jobs advertised in England 0.15% 0.15% 0.22%
As % of the Processes & Methodologies category 0.17% 0.17% 0.25%
Number of salaries quoted 201 224 350
England median annual salary £59,000 £62,250 £60,000
Median salary % change year-on-year -5.22% +3.75% +9.09%
10th Percentile £41,625 £41,250 £41,250
90th Percentile £95,000 £96,750 £87,500
UK median annual salary £57,500 £60,000 £57,500
% change year-on-year -4.17% +4.35% +4.55%

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 151167 156478 180114
As % of all permanent IT jobs advertised in England 89.95% 89.46% 88.87%
Number of salaries quoted 120812 130830 150578
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,000 £28,500 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

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 15 December 2017.

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 15 December 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 -50 97 £80,000 - 6
South East +56 49 £52,500 -4.55% 3
North of England +10 42 £55,000 +4.76% 2
Midlands +35 30 £60,000 +9.09% 2
Yorkshire +33 25 £52,500 +23.53% 2
West Midlands +15 23 £70,000 +27.27% 2
East of England +5 17 £60,000 +9.09% 1
North West -5 16 £65,000 +18.18%
South West +15 15 £57,500 +35.29%
East Midlands +27 7 £50,000 -41.18%
North East - 1 £31,538 -
Logical Data Model
UK

For the 6 months to 15 December 2017, IT jobs citing Logical Data Model 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 Logical Data Model.

1 251 (100.00%) Data Modelling
2 125 (49.80%) SQL
3 117 (46.61%) Business Intelligence
4 109 (43.43%) Physical Data Model
5 104 (41.43%) Finance
6 99 (39.44%) Data Warehouse
7 88 (35.06%) Data Quality
8 83 (33.07%) SQL Server
9 76 (30.28%) Data Architecture
10 73 (29.08%) ETL
11 70 (27.89%) Data Management
12 66 (26.29%) Data Analysis
13 65 (25.90%) Business Analysis
14 62 (24.70%) Analytics
15 61 (24.30%) SQL Server Integration Services
16 58 (23.11%) SQL Server Reporting Services
17 52 (20.72%) Oracle
18 51 (20.32%) Analytical Skills
19 50 (19.92%) Data Integration
19 50 (19.92%) Microsoft
20 49 (19.52%) Migration
21 48 (19.12%) Degree
22 46 (18.33%) Enterprise Architecture
23 45 (17.93%) T-SQL
24 44 (17.53%) Master Data Management
25 43 (17.13%) Data Governance
26 41 (16.33%) Relational Database
26 41 (16.33%) Data Strategy
27 40 (15.94%) UML
28 39 (15.54%) Agile Software Development

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 11 (4.38%) SharePoint
2 7 (2.79%) Apache Spark
3 5 (1.99%) SAS
4 4 (1.59%) SharePoint 2013
5 3 (1.20%) Confluence
6 2 (0.80%) BizTalk Server
6 2 (0.80%) Elasticsearch
6 2 (0.80%) SharePoint Server
7 1 (0.40%) Apache Solr
7 1 (0.40%) Documentum
7 1 (0.40%) Oracle SOA Suite
7 1 (0.40%) WebSphere
Applications
1 22 (8.76%) Microsoft Excel
2 18 (7.17%) Microsoft Office
3 13 (5.18%) Microsoft PowerPoint
4 7 (2.79%) MS Visio
5 2 (0.80%) SPSS
6 1 (0.40%) Microsoft Project
6 1 (0.40%) Weka
Business Applications
1 2 (0.80%) Dynamics CRM
2 1 (0.40%) SAP Hybris
2 1 (0.40%) thinkFolio
Cloud Services
1 20 (7.97%) Microsoft Azure
2 5 (1.99%) SaaS
3 4 (1.59%) Amazon AWS
4 3 (1.20%) Salesforce Sales Cloud
5 1 (0.40%) Amazon EMR
5 1 (0.40%) Amazon S3
5 1 (0.40%) Bluemix
5 1 (0.40%) Google Cloud Platform
5 1 (0.40%) IBM Blueworks
5 1 (0.40%) IBM Cloud
5 1 (0.40%) Office 365
5 1 (0.40%) PaaS
Communications & Networking
1 5 (1.99%) Skype
Database & Business Intelligence
1 99 (39.44%) Data Warehouse
2 83 (33.07%) SQL Server
3 61 (24.30%) SQL Server Integration Services
4 58 (23.11%) SQL Server Reporting Services
5 41 (16.33%) Relational Database
6 38 (15.14%) QlikView
7 37 (14.74%) SQL Server Analysis Services
8 34 (13.55%) Big Data
8 34 (13.55%) Power BI
9 24 (9.56%) Hadoop
10 22 (8.76%) RDBMS
11 19 (7.57%) OLAP
12 17 (6.77%) OLTP
13 16 (6.37%) DB2
14 14 (5.58%) Data Lake
14 14 (5.58%) NoSQL
15 13 (5.18%) BusinessObjects
15 13 (5.18%) Enterprise Data Warehouse
16 12 (4.78%) Oracle Database
17 11 (4.38%) Star Schema
Development Applications
1 23 (9.16%) ERwin
2 12 (4.78%) Talend Open Studio
3 10 (3.98%) JIRA
4 4 (1.59%) Rational Rhapsody
5 3 (1.20%) Balsamiq Mockups
6 2 (0.80%) Git (software)
6 2 (0.80%) Visual Studio Team System
7 1 (0.40%) Jenkins
7 1 (0.40%) Rational Rose
General
1 104 (41.43%) Finance
2 18 (7.17%) Retail
3 17 (6.77%) Banking
4 15 (5.98%) Marketing
5 9 (3.59%) Front Office
6 7 (2.79%) Pharmaceutical
7 4 (1.59%) Electronics
7 4 (1.59%) Investment Banking
7 4 (1.59%) Manufacturing
7 4 (1.59%) Telecoms
8 2 (0.80%) Advertising
8 2 (0.80%) Automotive
9 1 (0.40%) Back Office
9 1 (0.40%) Law
Job Titles
1 108 (43.03%) Architect
2 82 (32.67%) Data Architect
3 69 (27.49%) Analyst
4 36 (14.34%) Developer
5 35 (13.94%) Data Analyst
6 31 (12.35%) Business Analyst
7 19 (7.57%) Senior Analyst
8 17 (6.77%) Enterprise Architect
9 16 (6.37%) Business Intelligence Developer
10 15 (5.98%) Designer
10 15 (5.98%) Solutions Designer
11 14 (5.58%) Data Modeller
12 11 (4.38%) Senior Data Analyst
13 10 (3.98%) Data Business Analyst
13 10 (3.98%) Enterprise Data Architect
14 9 (3.59%) Business Intelligence Analyst
14 9 (3.59%) SQL Analyst
15 8 (3.19%) Senior Business Analyst
15 8 (3.19%) SQL Data Analyst
15 8 (3.19%) SQL Developer
Libraries, Frameworks & Software Standards
1 21 (8.37%) MDX
2 12 (4.78%) XML
3 8 (3.19%) .NET
4 2 (0.80%) EDI
4 2 (0.80%) Kafka
5 1 (0.40%) Akka
5 1 (0.40%) ASP.NET
5 1 (0.40%) COM
5 1 (0.40%) DBIx::Class
5 1 (0.40%) Drools
5 1 (0.40%) J2EE
5 1 (0.40%) JPA
5 1 (0.40%) jQuery
5 1 (0.40%) LAMP
5 1 (0.40%) Lucene
5 1 (0.40%) REST
5 1 (0.40%) SQLAlchemy
5 1 (0.40%) Xapian
Miscellaneous
1 51 (20.32%) Analytical Skills
2 24 (9.56%) Data Structures
3 20 (7.97%) Computer Science
4 18 (7.17%) Management Information System
5 14 (5.58%) Enterprise Software
6 9 (3.59%) Greenfield Project
7 8 (3.19%) Life Science
8 6 (2.39%) Equities
9 5 (1.99%) PMI
9 5 (1.99%) Reference Data
9 5 (1.99%) Reinsurance
9 5 (1.99%) Semantic Web
10 4 (1.59%) Taxonomies
11 3 (1.20%) AS400
11 3 (1.20%) N-Tier
12 2 (0.80%) Data Centre
12 2 (0.80%) Derivative
12 2 (0.80%) Fixed Income
12 2 (0.80%) Foreign Exchange (FX)
12 2 (0.80%) Replication
Operating Systems
1 13 (5.18%) Linux
2 2 (0.80%) Unix
3 1 (0.40%) Windows
Processes & Methodologies
1 251 (100.00%) Data Modelling
2 117 (46.61%) Business Intelligence
3 109 (43.43%) Physical Data Model
4 76 (30.28%) Data Architecture
5 73 (29.08%) ETL
6 70 (27.89%) Data Management
7 66 (26.29%) Data Analysis
8 65 (25.90%) Business Analysis
9 62 (24.70%) Analytics
10 50 (19.92%) Data Integration
11 49 (19.52%) Migration
12 46 (18.33%) Enterprise Architecture
13 44 (17.53%) Master Data Management
14 43 (17.13%) Data Governance
15 41 (16.33%) Data Strategy
16 40 (15.94%) UML
17 39 (15.54%) Agile Software Development
18 32 (12.75%) Data Lineage
18 32 (12.75%) Data Migration
19 28 (11.16%) Kimball Methodology
Programming Languages
1 125 (49.80%) SQL
2 45 (17.93%) T-SQL
3 25 (9.96%) C#
4 20 (7.97%) PL/SQL
5 17 (6.77%) Java
6 12 (4.78%) Data Analysis Expressions (DAX)
6 12 (4.78%) PowerShell
7 7 (2.79%) VB.NET
8 5 (1.99%) Python
8 5 (1.99%) R
8 5 (1.99%) VBScript
9 4 (1.59%) MATLAB
10 2 (0.80%) Bash Shell
10 2 (0.80%) C
10 2 (0.80%) Perl
10 2 (0.80%) PHP
10 2 (0.80%) Scala
10 2 (0.80%) VBA
11 1 (0.40%) COBOL
11 1 (0.40%) JavaScript
Qualifications
1 48 (19.12%) Degree
2 5 (1.99%) ISEB
2 5 (1.99%) Microsoft Certification
2 5 (1.99%) PMI Certification
3 3 (1.20%) Computer Science Degree
4 1 (0.40%) APMP
4 1 (0.40%) ITIL Foundation Certificate
4 1 (0.40%) Numerate Degree
Quality Assurance & Compliance
1 88 (35.06%) Data Quality
2 15 (5.98%) QA
3 12 (4.78%) GDPR
4 1 (0.40%) HL7
4 1 (0.40%) SLA
4 1 (0.40%) SNOMED CT
System Software
1 2 (0.80%) HDFS
2 1 (0.40%) Active Directory
2 1 (0.40%) Apache Flume
2 1 (0.40%) Oracle RAC
Systems Management
1 1 (0.40%) Ansible
1 1 (0.40%) Failover Clustering
1 1 (0.40%) Galera Cluster
1 1 (0.40%) Hadoop YARN
1 1 (0.40%) Mesos
1 1 (0.40%) Packer
Vendors
1 52 (20.72%) Oracle
2 50 (19.92%) Microsoft
3 24 (9.56%) Tableau
4 14 (5.58%) Informatica
5 12 (4.78%) Talend
6 11 (4.38%) SAP
6 11 (4.38%) Teradata
7 9 (3.59%) MicroStrategy
8 8 (3.19%) IBM
9 6 (2.39%) Ab Initio
9 6 (2.39%) Cognos
9 6 (2.39%) MuleSoft
10 5 (1.99%) Netezza
10 5 (1.99%) Salesforce.com
11 4 (1.59%) JDA
12 3 (1.20%) ServiceNow
13 2 (0.80%) Adobe
14 1 (0.40%) Sybase
14 1 (0.40%) TIBCO
14 1 (0.40%) Trillium