Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Pattern Recognition skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pattern Recognition over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Pattern Recognition
UK > England
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 1122 1155 1211
Rank change year-on-year +33 +56 +80
Permanent jobs citing Pattern Recognition 50 35 56
As % of all permanent IT jobs advertised in England 0.030% 0.019% 0.028%
As % of the Processes & Methodologies category 0.033% 0.022% 0.031%
Number of salaries quoted 28 35 50
England median annual salary £68,750 £56,500 £48,500
Median salary % change year-on-year +21.68% +16.49% +14.12%
10th Percentile £41,450 £33,000 £37,500
90th Percentile £84,325 £95,000 £70,000
UK median annual salary £61,250 £56,500 £48,500
% change year-on-year +8.41% +16.49% +14.12%

Pattern Recognition 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 152153 160470 180138
As % of all permanent IT jobs advertised in England 89.91% 89.39% 88.75%
Number of salaries quoted 121055 134622 149914
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £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%

Pattern Recognition
Job Vacancy Trend in England

Job postings citing Pattern Recognition as a percentage of all IT jobs advertised in England.

Job vacancy trend for Pattern Recognition in England

Pattern Recognition
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Pattern Recognition in England.

Salary trend for Pattern Recognition in England

Pattern Recognition
Salary Histogram in England

The salary distribution of IT jobs citing Pattern Recognition in England over the 6 months to 22 November 2017.

Salary histogram for Pattern Recognition in England

Pattern Recognition
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pattern Recognition within the England region over the 6 months to 22 November 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 +1 38 £70,000 +22.81% 1
South East +48 6 £67,500 +50.00%
Midlands - 5 £74,500 -
West Midlands - 4 - -
South West - 1 £37,500 -
East Midlands - 1 £74,500 -
Pattern Recognition
UK

For the 6 months to 22 November 2017, IT jobs citing Pattern Recognition 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 Pattern Recognition.

1 25 (50.00%) Machine Learning
2 24 (48.00%) Python
3 22 (44.00%) Algorithms
4 19 (38.00%) NoSQL
4 19 (38.00%) SQL
5 18 (36.00%) Analytics
6 16 (32.00%) Linux
7 15 (30.00%) Data Mining
7 15 (30.00%) Natural Language Processing
8 14 (28.00%) Artificial Intelligence
8 14 (28.00%) Computer Science
9 13 (26.00%) Investment Management
9 13 (26.00%) Data Modelling
9 13 (26.00%) Finance
10 12 (24.00%) Agile Software Development
10 12 (24.00%) Relational Database
11 11 (22.00%) C#
12 10 (20.00%) Java
12 10 (20.00%) PhD
12 10 (20.00%) Hadoop
12 10 (20.00%) Mathematics
12 10 (20.00%) Enterprise Architecture
12 10 (20.00%) Statistical Modelling
12 10 (20.00%) Data Centre
13 9 (18.00%) Apache Spark
13 9 (18.00%) Data Analytics
13 9 (18.00%) Jenkins
13 9 (18.00%) Deep Learning
13 9 (18.00%) Statistical Analysis
13 9 (18.00%) Windows

Pattern Recognition
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 9 (18.00%) Apache Spark
2 3 (6.00%) SAS
Applications
1 1 (2.00%) Microsoft Excel
1 1 (2.00%) Microsoft Office
1 1 (2.00%) Microsoft PowerPoint
Business Applications
1 4 (8.00%) Dynamics CRM
Cloud Services
1 5 (10.00%) Amazon AWS
1 5 (10.00%) Amazon EC2
1 5 (10.00%) Amazon S3
1 5 (10.00%) AWS CloudFormation
1 5 (10.00%) AWS Lambda
1 5 (10.00%) Serverless
2 4 (8.00%) Dynamics 365
2 4 (8.00%) Microsoft Azure
2 4 (8.00%) Office 365
3 1 (2.00%) Adobe Analytics
Communications & Networking
1 5 (10.00%) Internet
2 4 (8.00%) NAS
2 4 (8.00%) NetScaler
2 4 (8.00%) SAN
2 4 (8.00%) VSAN
3 1 (2.00%) SMS
Database & Business Intelligence
1 19 (38.00%) NoSQL
2 15 (30.00%) Data Mining
3 12 (24.00%) Relational Database
4 10 (20.00%) Hadoop
5 8 (16.00%) Big Data
6 7 (14.00%) Apache Cassandra
7 6 (12.00%) MongoDB
8 3 (6.00%) HBase
9 2 (4.00%) Apache Hive
9 2 (4.00%) Data Lake
9 2 (4.00%) Data Warehouse
10 1 (2.00%) PostgreSQL
10 1 (2.00%) SQL Server Integration Services
Development Applications
1 9 (18.00%) Jenkins
2 5 (10.00%) Git (software)
3 1 (2.00%) Visual Studio
General
1 13 (26.00%) Finance
2 7 (14.00%) Banking
3 6 (12.00%) Financial Institution
3 6 (12.00%) Front Office
3 6 (12.00%) Investment Banking
3 6 (12.00%) Publishing
3 6 (12.00%) Retail Banking
4 4 (8.00%) Legal
4 4 (8.00%) Retail
5 1 (2.00%) Electronics
5 1 (2.00%) Marketing
Job Titles
1 11 (22.00%) Developer
2 10 (20.00%) Architect
3 8 (16.00%) Data Scientist
4 7 (14.00%) Systems Engineer
5 5 (10.00%) Platform Architect
6 4 (8.00%) Infrastructure Engineer
7 3 (6.00%) Domain Architect
7 3 (6.00%) Senior Data Scientist
8 2 (4.00%) Consultant
8 2 (4.00%) Data Analytics Engineer
8 2 (4.00%) Data Analytics Scientist
8 2 (4.00%) Data Consultant
8 2 (4.00%) Data Engineer
8 2 (4.00%) Operations Manager
8 2 (4.00%) Senior Systems Engineer
8 2 (4.00%) Software Engineer
8 2 (4.00%) Solutions Architect
8 2 (4.00%) Systems Manager
9 1 (2.00%) Senior Manager
9 1 (2.00%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 15 (30.00%) Natural Language Processing
2 6 (12.00%) Akka
2 6 (12.00%) GraphX
2 6 (12.00%) Kafka
3 1 (2.00%) Middleware
3 1 (2.00%) NumPy
3 1 (2.00%) Pandas
3 1 (2.00%) REST
3 1 (2.00%) SciPy
3 1 (2.00%) Web Services
Miscellaneous
1 22 (44.00%) Algorithms
2 14 (28.00%) Computer Science
3 10 (20.00%) Data Centre
4 6 (12.00%) Minimum Viable Product
5 5 (10.00%) Analytical Skills
6 1 (2.00%) Enterprise Software
6 1 (2.00%) Fintech
6 1 (2.00%) Hybrid Cloud
6 1 (2.00%) PKI
6 1 (2.00%) User Experience
Operating Systems
1 16 (32.00%) Linux
2 9 (18.00%) Windows
3 5 (10.00%) Windows 10
3 5 (10.00%) Windows 7
3 5 (10.00%) Windows Server 2008
4 4 (8.00%) CentOS
4 4 (8.00%) Ubuntu
Processes & Methodologies
1 25 (50.00%) Machine Learning
2 18 (36.00%) Analytics
3 14 (28.00%) Artificial Intelligence
4 13 (26.00%) Data Modelling
4 13 (26.00%) Investment Management
5 12 (24.00%) Agile Software Development
6 10 (20.00%) Enterprise Architecture
6 10 (20.00%) Mathematics
6 10 (20.00%) Statistical Modelling
7 9 (18.00%) Data Analytics
7 9 (18.00%) Deep Learning
7 9 (18.00%) Statistical Analysis
8 8 (16.00%) Visualisation
9 7 (14.00%) Data Engineering
9 7 (14.00%) Data Management
9 7 (14.00%) Data Visualisation
9 7 (14.00%) Metadata Management
9 7 (14.00%) Physics
9 7 (14.00%) Predictive Analysis
9 7 (14.00%) Statistics
Programming Languages
1 24 (48.00%) Python
2 19 (38.00%) SQL
3 11 (22.00%) C#
4 10 (20.00%) Java
5 8 (16.00%) C++
5 8 (16.00%) PowerShell
5 8 (16.00%) R
6 5 (10.00%) Bash Shell
6 5 (10.00%) Ruby
7 4 (8.00%) MATLAB
8 3 (6.00%) Scala
9 2 (4.00%) C
10 1 (2.00%) Kotlin
10 1 (2.00%) Objective-C
10 1 (2.00%) Perl
Qualifications
1 10 (20.00%) PhD
2 5 (10.00%) Degree
3 1 (2.00%) Computer Science Degree
3 1 (2.00%) Postgraduate
Quality Assurance & Compliance
1 1 (2.00%) SLA
System Software
1 6 (12.00%) Apache Flume
2 5 (10.00%) Docker
3 4 (8.00%) Active Directory
3 4 (8.00%) VMware ESXi
3 4 (8.00%) XenDesktop
Systems Management
1 6 (12.00%) Hadoop YARN
1 6 (12.00%) Mesos
2 5 (10.00%) Consul
2 5 (10.00%) Kubernetes
2 5 (10.00%) Terraform
3 4 (8.00%) vCenter Server
Vendors
1 4 (8.00%) Citrix
1 4 (8.00%) VMware
2 1 (2.00%) Ab Initio
2 1 (2.00%) Adobe
2 1 (2.00%) Oracle
2 1 (2.00%) Software AG
2 1 (2.00%) Tableau
2 1 (2.00%) webMethods