Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Reading 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Berkshire > Reading
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 131 179 153
Rank change year-on-year +48 -26 +2
Permanent jobs citing Data Modelling 24 17 66
As % of all permanent IT jobs advertised in Reading 1.01% 0.49% 1.43%
As % of the Processes & Methodologies category 1.18% 0.55% 1.66%
Number of salaries quoted 20 16 58
Reading median annual salary £41,250 £50,000 £65,000
Median salary % change year-on-year -17.50% -23.08% +30.00%
10th Percentile £31,800 £29,875 £36,250
90th Percentile £70,750 £71,875 £73,750
Berkshire median annual salary £52,500 £50,000 £57,500
% change year-on-year +5.00% -13.04% +15.00%

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 Reading with a requirement for process or methodology skills.

All Process and Methodology Skills
Reading
Permanent vacancies with a requirement for process or methodology skills 2029 3070 3966
As % of all permanent IT jobs advertised in Reading 85.00% 88.02% 86.11%
Number of salaries quoted 1629 2247 3096
Reading median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% -4.04%
10th Percentile £29,000 £29,500 £30,000
90th Percentile £75,000 £72,500 £70,000
Berkshire median annual salary £50,000 £50,000 £50,000

Data Modelling
Job Vacancy Trend in Reading

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

Job vacancy trend for Data Modelling in Reading

Data Modelling
Salary Trend in Reading

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

Salary trend for Data Modelling in Reading

Data Modelling
Salary Histogram in Reading

The salary distribution of IT jobs citing Data Modelling in Reading over the 6 months to 21 November 2017.

Salary histogram for Data Modelling in Reading

For the 6 months to 21 November 2017, 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 Reading region with a requirement for Data Modelling.

1 18 (75.00%) SQL
2 15 (62.50%) Oracle
3 13 (54.17%) Database Tuning
4 12 (50.00%) High Availability
4 12 (50.00%) Data Warehouse
5 11 (45.83%) Hadoop
6 10 (41.67%) Apache Hive
6 10 (41.67%) Unix
6 10 (41.67%) Linux
6 10 (41.67%) Statistics
6 10 (41.67%) Oracle Database
6 10 (41.67%) Apache Spark
7 9 (37.50%) Oracle Database 12c
7 9 (37.50%) Oracle9i Database
7 9 (37.50%) MapReduce
7 9 (37.50%) Oracle Database 11g
8 8 (33.33%) Analytics
8 8 (33.33%) Agile Software Development
8 8 (33.33%) Impala
9 7 (29.17%) Python
9 7 (29.17%) Business Intelligence
9 7 (29.17%) Shell Script
9 7 (29.17%) Java
9 7 (29.17%) Apache Pig
9 7 (29.17%) Big Data
9 7 (29.17%) HBase
9 7 (29.17%) Degree
10 6 (25.00%) SQL Server Integration Services
10 6 (25.00%) Computer Science
10 6 (25.00%) Oracle RAC

Data Modelling
Co-occurring IT Skills in Reading 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 (41.67%) Apache Spark
2 7 (29.17%) Apache Pig
3 3 (12.50%) Elasticsearch
4 1 (4.17%) SharePoint
4 1 (4.17%) Tomcat
4 1 (4.17%) WebLogic
Applications
1 1 (4.17%) Microsoft Excel
Cloud Services
1 4 (16.67%) Amazon AWS
1 4 (16.67%) Amazon EMR
2 1 (4.17%) Cortana Intelligence Suite
2 1 (4.17%) Microsoft Azure
2 1 (4.17%) SaaS
Database & Business Intelligence
1 12 (50.00%) Data Warehouse
2 11 (45.83%) Hadoop
3 10 (41.67%) Apache Hive
3 10 (41.67%) Oracle Database
4 9 (37.50%) Oracle Database 11g
4 9 (37.50%) Oracle Database 12c
4 9 (37.50%) Oracle9i Database
5 8 (33.33%) Impala
6 7 (29.17%) Big Data
6 7 (29.17%) HBase
7 6 (25.00%) OLTP
7 6 (25.00%) Relational Database
7 6 (25.00%) SQL Server
7 6 (25.00%) SQL Server Integration Services
8 5 (20.83%) Power BI
8 5 (20.83%) QlikView
8 5 (20.83%) SQL Server Analysis Services
8 5 (20.83%) Sqoop
9 4 (16.67%) MySQL
9 4 (16.67%) NoSQL
Development Applications
1 3 (12.50%) Jenkins
1 3 (12.50%) JIRA
1 3 (12.50%) Maven
General
1 1 (4.17%) Finance
Job Titles
1 9 (37.50%) DBA
1 9 (37.50%) Oracle DBA
2 5 (20.83%) Developer
3 4 (16.67%) Business Developer
3 4 (16.67%) Business Intelligence Developer
4 3 (12.50%) Administrator
4 3 (12.50%) DevOps Engineer
5 2 (8.33%) Graduate
5 2 (8.33%) Graduate Software Engineer
5 2 (8.33%) Junior
5 2 (8.33%) Junior DBA
5 2 (8.33%) Junior Oracle DBA
5 2 (8.33%) Linux Administrator
5 2 (8.33%) Software Engineer
5 2 (8.33%) Unix Administrator
5 2 (8.33%) Unix DBA
6 1 (4.17%) Data Governance Manager
6 1 (4.17%) Data Quality Manager
6 1 (4.17%) Database Engineer
6 1 (4.17%) Governance Manager
Libraries, Frameworks & Software Standards
1 6 (25.00%) Oracle GoldenGate
2 5 (20.83%) Kafka
3 4 (16.67%) XML
4 3 (12.50%) MLlib
5 2 (8.33%) Apache Avro
6 1 (4.17%) .NET
6 1 (4.17%) RESTful
6 1 (4.17%) Spring
Miscellaneous
1 6 (25.00%) Computer Science
1 6 (25.00%) Replication
2 5 (20.83%) Analytical Skills
3 3 (12.50%) Cyberthreat
4 1 (4.17%) Data Centre
4 1 (4.17%) User Experience
Operating Systems
1 10 (41.67%) Linux
1 10 (41.67%) Unix
Processes & Methodologies
1 13 (54.17%) Database Tuning
2 12 (50.00%) High Availability
3 10 (41.67%) Statistics
4 9 (37.50%) MapReduce
5 8 (33.33%) Agile Software Development
5 8 (33.33%) Analytics
6 7 (29.17%) Business Intelligence
7 6 (25.00%) Change Data Capture
7 6 (25.00%) Database Optimisation
8 5 (20.83%) Data Architecture
8 5 (20.83%) Data Governance
8 5 (20.83%) Data Management
8 5 (20.83%) Data Visualisation
8 5 (20.83%) ETL
8 5 (20.83%) Mathematics
8 5 (20.83%) Predictive Analytics
8 5 (20.83%) Visualisation
9 4 (16.67%) Big Data Analytics
9 4 (16.67%) Data Analysis
9 4 (16.67%) Scrum
Programming Languages
1 18 (75.00%) SQL
2 7 (29.17%) Java
2 7 (29.17%) Python
2 7 (29.17%) Shell Script
3 5 (20.83%) Scala
4 4 (16.67%) JavaScript
5 3 (12.50%) Bash Shell
5 3 (12.50%) C
5 3 (12.50%) PowerShell
6 1 (4.17%) T-SQL
Qualifications
1 7 (29.17%) Degree
2 6 (25.00%) Computer Science Degree
3 4 (16.67%) Security Cleared
4 3 (12.50%) DV Cleared
5 1 (4.17%) Numerate Degree
5 1 (4.17%) SC Cleared
Quality Assurance & Compliance
1 5 (20.83%) Data Quality
2 4 (16.67%) QA
System Software
1 6 (25.00%) Apache Flume
1 6 (25.00%) HDFS
1 6 (25.00%) Oracle RAC
Systems Management
1 4 (16.67%) Nagios
1 4 (16.67%) Oozie
2 3 (12.50%) Kibana
Vendors
1 15 (62.50%) Oracle
2 5 (20.83%) Microsoft
2 5 (20.83%) Tableau
3 4 (16.67%) Cloudera
4 1 (4.17%) IBM
4 1 (4.17%) Salesforce.com