Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Reading with a requirement for Visualisation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Visualisation over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Visualisation
Berkshire > Reading
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 133 174 186
Rank change year-on-year +41 +12 -5
Permanent jobs citing Visualisation 22 22 33
As % of all permanent IT jobs advertised in Reading 0.92% 0.63% 0.72%
As % of the Processes & Methodologies category 1.08% 0.72% 0.83%
Number of salaries quoted 14 25 26
Reading median annual salary £48,750 £55,000 £45,500
Median salary % change year-on-year -11.36% +20.88% +21.33%
10th Percentile £32,000 £36,250 £33,000
90th Percentile £85,000 £65,750 £56,250
Berkshire median annual salary £55,000 £55,000 £45,000
% change year-on-year - +22.22% +12.50%

Visualisation 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

Visualisation
Job Vacancy Trend in Reading

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

Job vacancy trend for Visualisation in Reading

Visualisation
Salary Trend in Reading

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

Salary trend for Visualisation in Reading

Visualisation
Salary Histogram in Reading

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

Salary histogram for Visualisation in Reading

For the 6 months to 21 November 2017, IT jobs citing Visualisation 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 Visualisation.

1 17 (77.27%) Data Visualisation
2 15 (68.18%) Hadoop
2 15 (68.18%) SQL
2 15 (68.18%) Apache Spark
3 13 (59.09%) Python
4 11 (50.00%) Business Intelligence
4 11 (50.00%) Microsoft
4 11 (50.00%) JavaScript
4 11 (50.00%) Impala
5 10 (45.45%) Power BI
5 10 (45.45%) Tableau
6 9 (40.91%) Big Data
7 8 (36.36%) R
7 8 (36.36%) Analytics
7 8 (36.36%) Analytical Skills
8 7 (31.82%) HBase
8 7 (31.82%) Apache Hive
8 7 (31.82%) SQL Server
9 6 (27.27%) ETL
9 6 (27.27%) Data Warehouse
9 6 (27.27%) Agile Software Development
9 6 (27.27%) Data Management
9 6 (27.27%) SQL Server Integration Services
9 6 (27.27%) Degree
9 6 (27.27%) Computer Science
9 6 (27.27%) QlikView
9 6 (27.27%) Apache Flume
9 6 (27.27%) HDFS
10 5 (22.73%) DevOps
10 5 (22.73%) Angular 2

Visualisation
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 15 (68.18%) Apache Spark
2 5 (22.73%) Apache Pig
3 3 (13.64%) Apache
4 2 (9.09%) Elasticsearch
5 1 (4.55%) GeoServer
5 1 (4.55%) OpenStack
5 1 (4.55%) SAS
Applications
1 3 (13.64%) Microsoft Excel
2 1 (4.55%) SPSS
Cloud Services
1 4 (18.18%) Amazon AWS
1 4 (18.18%) Amazon EMR
1 4 (18.18%) SaaS
2 3 (13.64%) Microsoft Azure
3 2 (9.09%) Azure Machine Learning
3 2 (9.09%) Data Lake Analytics
3 2 (9.09%) GitHub
4 1 (4.55%) Azure Data Factory
4 1 (4.55%) Google Analytics
Database & Business Intelligence
1 15 (68.18%) Hadoop
2 11 (50.00%) Impala
3 10 (45.45%) Power BI
4 9 (40.91%) Big Data
5 7 (31.82%) Apache Hive
5 7 (31.82%) HBase
5 7 (31.82%) SQL Server
6 6 (27.27%) Data Warehouse
6 6 (27.27%) QlikView
6 6 (27.27%) SQL Server Integration Services
7 5 (22.73%) Relational Database
7 5 (22.73%) SQL Server Analysis Services
7 5 (22.73%) Star Schema
8 4 (18.18%) MySQL
8 4 (18.18%) NoSQL
8 4 (18.18%) Sqoop
9 2 (9.09%) Data Lake
9 2 (9.09%) SQL Server Reporting Services
10 1 (4.55%) Apache Cassandra
10 1 (4.55%) HDInsight
Development Applications
1 1 (4.55%) SQL Server Management Studio (SSMS)
1 1 (4.55%) Team Foundation Server
1 1 (4.55%) Visual Studio
General
1 2 (9.09%) Finance
2 1 (4.55%) Advertising
2 1 (4.55%) Marketing
2 1 (4.55%) Retail
2 1 (4.55%) Telecoms
Job Titles
1 6 (27.27%) Developer
2 5 (22.73%) Business Intelligence Developer
3 4 (18.18%) Business Developer
3 4 (18.18%) Data Engineer
4 3 (13.64%) Analyst
4 3 (13.64%) Big Data Engineer
4 3 (13.64%) Hadoop Engineer
5 2 (9.09%) Business Analyst
5 2 (9.09%) Business Intelligence Analyst
5 2 (9.09%) Cybersecurity Engineer
5 2 (9.09%) DevOps Engineer
5 2 (9.09%) Security Engineer
5 2 (9.09%) Software Engineer
6 1 (4.55%) Analytics Manager
6 1 (4.55%) Business Intelligence Business Analyst
6 1 (4.55%) Digital Analytics Manager
6 1 (4.55%) Power BI Consultant
6 1 (4.55%) Power BI Developer
6 1 (4.55%) QlikView Architect
6 1 (4.55%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 5 (22.73%) Angular 2
1 5 (22.73%) AngularJS
1 5 (22.73%) CSS
1 5 (22.73%) HTML
1 5 (22.73%) Node.js
1 5 (22.73%) REST
2 4 (18.18%) XML
3 3 (13.64%) Kafka
4 2 (9.09%) TensorFlow
5 1 (4.55%) GeoTools
5 1 (4.55%) HTML5
5 1 (4.55%) JTS
5 1 (4.55%) Natural Language Processing
Miscellaneous
1 8 (36.36%) Analytical Skills
2 6 (27.27%) Computer Science
3 1 (4.55%) Data Centre
3 1 (4.55%) Driving Licence
3 1 (4.55%) Robotics
3 1 (4.55%) User Experience
Operating Systems
1 2 (9.09%) Linux
1 2 (9.09%) Windows
Processes & Methodologies
1 17 (77.27%) Data Visualisation
2 11 (50.00%) Business Intelligence
3 8 (36.36%) Analytics
4 6 (27.27%) Agile Software Development
4 6 (27.27%) Data Management
4 6 (27.27%) ETL
5 5 (22.73%) Big Data Analytics
5 5 (22.73%) Data Analysis
5 5 (22.73%) Data Modelling
5 5 (22.73%) DevOps
5 5 (22.73%) Scrum
6 4 (18.18%) Data Architecture
6 4 (18.18%) Data Governance
6 4 (18.18%) Database Tuning
6 4 (18.18%) High Availability
6 4 (18.18%) Machine Learning
6 4 (18.18%) MapReduce
6 4 (18.18%) Master Data Management
6 4 (18.18%) Mathematics
6 4 (18.18%) Performance Tuning
Programming Languages
1 15 (68.18%) SQL
2 13 (59.09%) Python
3 11 (50.00%) JavaScript
4 8 (36.36%) R
5 5 (22.73%) VBA
6 3 (13.64%) Java
7 2 (9.09%) C
7 2 (9.09%) C#
7 2 (9.09%) Data Analysis Expressions (DAX)
7 2 (9.09%) T-SQL
8 1 (4.55%) Scala
Qualifications
1 6 (27.27%) Degree
2 4 (18.18%) Computer Science Degree
3 2 (9.09%) DV Cleared
3 2 (9.09%) Security Cleared
Quality Assurance & Compliance
1 4 (18.18%) Data Quality
1 4 (18.18%) QA
System Software
1 6 (27.27%) Apache Flume
1 6 (27.27%) HDFS
2 2 (9.09%) Virtual Machines
Systems Management
1 4 (18.18%) Nagios
1 4 (18.18%) Oozie
2 2 (9.09%) Kibana
2 2 (9.09%) Puppet
3 1 (4.55%) Hadoop YARN
Vendors
1 11 (50.00%) Microsoft
2 10 (45.45%) Tableau
3 4 (18.18%) Cloudera
3 4 (18.18%) MicroStrategy
3 4 (18.18%) Oracle
4 2 (9.09%) Atlassian
4 2 (9.09%) Google
5 1 (4.55%) Adobe
5 1 (4.55%) IBM
5 1 (4.55%) Omniture