Period
to 23 October 2018

The following table provides summary statistics for permanent job vacancies with a requirement for Memory Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Memory Management over the 6 months to 23 October 2018 with a comparison to the same period in the previous 2 years.

Memory Management
UK
6 months to
23 Oct 2018
Same period 2017 Same period 2016
Rank 965 1053 1061
Rank change year-on-year +88 +8 +68
Permanent jobs citing Memory Management 192 143 176
As % of all permanent IT jobs advertised in the UK 0.12% 0.081% 0.093%
As % of the Processes & Methodologies category 0.13% 0.089% 0.10%
Number of salaries quoted 109 118 140
UK median annual salary £62,500 £62,500 £50,000
Median salary % change year-on-year - +25.00% -4.76%
10th Percentile £40,250 £43,375 £37,000
90th Percentile £82,500 £94,125 £85,500
UK excluding London median annual salary £46,000 £55,000 £45,000
% change year-on-year -16.36% +22.22% -

Memory Management 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 150,004 160,879 172,382
As % of all permanent IT jobs advertised in the UK 91.04% 91.57% 90.91%
Number of salaries quoted 119,274 126,930 143,463
UK median annual salary £50,000 £50,000 £48,500
Median salary % change year-on-year - +3.09% +2.11%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £83,750 £80,000 £78,750
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

Memory Management
Job Vacancy Trend

Job postings citing Memory Management as a percentage of all IT jobs advertised.

Job vacancy trend for Memory Management in the UK

Memory Management
Salary Trend

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

Salary trend for Memory Management in the UK

Memory Management
Salary Histogram

The salary distribution of IT jobs citing Memory Management over the 6 months to 23 October 2018.

Salary histogram for Memory Management in the UK

Memory Management
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Memory Management within the UK over the 6 months to 23 October 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
England +59 170 £65,000 +4.00% 27
London +77 125 £65,000 -7.14% 11
UK excluding London +23 66 £46,000 -16.36% 17
Scotland +17 21 £45,500 -4.21% 1
South East +25 20 £57,500 +15.00% 4
South West -23 12 £46,000 -16.36% 5
East of England +19 11 £53,750 -17.31% 6
North of England +21 2 £40,000 -27.27% 1
North West -6 2 £40,000 -27.27% 1

For the 6 months to 23 October 2018, IT jobs citing Memory Management 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 with a requirement for Memory Management.

1 106 (55.21%) Java
2 94 (48.96%) Degree
3 93 (48.44%) Computer Science
4 78 (40.63%) Finance
5 65 (33.85%) Linux
5 65 (33.85%) Multithreading
6 64 (33.33%) Low Latency
7 63 (32.81%) Software Engineering
7 63 (32.81%) Agile Software Development
8 60 (31.25%) C++
8 60 (31.25%) Python
9 57 (29.69%) Algorithms
9 57 (29.69%) Problem-Solving
10 56 (29.17%) OO
11 54 (28.13%) Banking
11 54 (28.13%) Financial Institution
12 52 (27.08%) Computer Science Degree
12 52 (27.08%) Analytics
13 51 (26.56%) Data Structures
14 49 (25.52%) Android
15 47 (24.48%) Big Data
16 45 (23.44%) Investment Banking
17 43 (22.40%) Investment Management
18 42 (21.88%) Test Automation
19 41 (21.35%) Mobile App
20 40 (20.83%) TDD
21 39 (20.31%) Open Source
21 39 (20.31%) Google
21 39 (20.31%) Android Development
22 38 (19.79%) C

Memory Management
Co-occurring IT Skills 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 21 (10.94%) Elasticsearch
2 19 (9.90%) Apache Spark
3 6 (3.13%) GemFire
4 5 (2.60%) Apache
5 2 (1.04%) Drupal
Business Applications
1 6 (3.13%) Sentinel
Cloud Services
1 12 (6.25%) Google Play
2 9 (4.69%) Amazon AWS
2 9 (4.69%) GitHub
3 7 (3.65%) Microsoft Azure
4 6 (3.13%) PaaS
5 5 (2.60%) TestFlight
6 3 (1.56%) iTunes
7 2 (1.04%) Amazon S3
7 2 (1.04%) Amazon SQS
7 2 (1.04%) AWS Elastic Beanstalk
7 2 (1.04%) AWS Lambda
7 2 (1.04%) CloudFront
7 2 (1.04%) Serverless
8 1 (0.52%) Google Cloud Platform
Communications & Networking
1 20 (10.42%) TCP/IP
2 6 (3.13%) Wireshark
3 4 (2.08%) DNS
3 4 (2.08%) HTTP
4 3 (1.56%) Internet
5 2 (1.04%) DSL
6 1 (0.52%) DHCP
6 1 (0.52%) MQTT
6 1 (0.52%) SAN
Database & Business Intelligence
1 47 (24.48%) Big Data
2 31 (16.15%) MongoDB
3 30 (15.63%) NoSQL
4 17 (8.85%) Relational Database
5 13 (6.77%) Hadoop
6 7 (3.65%) Apache Cassandra
6 7 (3.65%) Impala
7 6 (3.13%) MemSQL
8 5 (2.60%) Apache Hive
8 5 (2.60%) SQL Server
9 4 (2.08%) Data Lake
9 4 (2.08%) Data Mining
9 4 (2.08%) HBase
9 4 (2.08%) Parquet
10 3 (1.56%) Flink
10 3 (1.56%) RDBMS
11 2 (1.04%) Amazon DynamoDB
11 2 (1.04%) Amazon RDS
11 2 (1.04%) Data Warehouse
11 2 (1.04%) Hazelcast
Development Applications
1 31 (16.15%) Git (software)
2 17 (8.85%) Gradle
3 15 (7.81%) JUnit
4 14 (7.29%) Robolectric
5 13 (6.77%) Android Studio
5 13 (6.77%) Appium
5 13 (6.77%) Genymotion
6 10 (5.21%) TeamCity
7 8 (4.17%) Calabash
8 7 (3.65%) Maven
9 6 (3.13%) fastlane
10 5 (2.60%) CMake
10 5 (2.60%) CocoaPods
10 5 (2.60%) Crashlytics
10 5 (2.60%) Eclipse
10 5 (2.60%) IntelliJ
10 5 (2.60%) Jenkins
10 5 (2.60%) Robotium
10 5 (2.60%) UI Automator
11 4 (2.08%) Jasmine
General
1 78 (40.63%) Finance
2 54 (28.13%) Banking
2 54 (28.13%) Financial Institution
3 45 (23.44%) Investment Banking
4 22 (11.46%) Front Office
4 22 (11.46%) Publishing
5 11 (5.73%) Electronics
6 9 (4.69%) Automotive
7 7 (3.65%) Retail
8 5 (2.60%) German Language
9 4 (2.08%) Advertising
9 4 (2.08%) Aerospace
9 4 (2.08%) Telecoms
10 2 (1.04%) Law
10 2 (1.04%) Manufacturing
11 1 (0.52%) Games
Job Titles
1 100 (52.08%) Developer
2 45 (23.44%) Software Engineer
3 26 (13.54%) Java Developer
4 22 (11.46%) C++ Developer
5 17 (8.85%) Software Developer
6 16 (8.33%) Front End Developer (Client-Side Developer)
6 16 (8.33%) React Developer
7 15 (7.81%) Android Developer
8 12 (6.25%) C++ Software Developer
8 12 (6.25%) Senior Developer
9 11 (5.73%) Android Engineer
10 9 (4.69%) Senior Software Engineer
11 7 (3.65%) Android Software Engineer
11 7 (3.65%) Incident Engineer
11 7 (3.65%) iOS Developer
11 7 (3.65%) Security Engineer
12 6 (3.13%) Platform Engineer
13 4 (2.08%) Ada Engineer
13 4 (2.08%) C/C++ Embedded Software Engineer
13 4 (2.08%) C/C++ Software Engineer
Libraries, Frameworks & Software Standards
1 37 (19.27%) AngularJS
2 27 (14.06%) React
3 20 (10.42%) XML
4 19 (9.90%) Kafka
5 18 (9.38%) REST
6 16 (8.33%) React Native
6 16 (8.33%) Redux
6 16 (8.33%) SOAP
7 13 (6.77%) JSON
7 13 (6.77%) STL
7 13 (6.77%) Velocity
8 12 (6.25%) Node.js
9 11 (5.73%) .NET
9 11 (5.73%) ATL
9 11 (5.73%) HTML
9 11 (5.73%) MFC
9 11 (5.73%) Web Services
10 10 (5.21%) HTML5
11 8 (4.17%) .NET Framework
11 8 (4.17%) scikit-learn
Miscellaneous
1 93 (48.44%) Computer Science
2 57 (29.69%) Algorithms
3 51 (26.56%) Data Structures
4 41 (21.35%) Mobile App
5 29 (15.10%) Analytical Skills
5 29 (15.10%) Cyberthreat
6 27 (14.06%) Fintech
7 26 (13.54%) User Experience
8 17 (8.85%) Equities
9 8 (4.17%) Hedge funds
9 8 (4.17%) Robotics
10 7 (3.65%) Security Operations Centre
11 6 (3.13%) Fixed Income
12 5 (2.60%) Self-Motivation
13 4 (2.08%) Mainframe
14 2 (1.04%) Cloud Native
14 2 (1.04%) Credit Risk
14 2 (1.04%) Data Centre
14 2 (1.04%) Life Science
15 1 (0.52%) Greenfield Project
Operating Systems
1 65 (33.85%) Linux
2 49 (25.52%) Android
3 35 (18.23%) Unix
4 24 (12.50%) Apple iOS
5 17 (8.85%) Windows
6 5 (2.60%) Embedded Linux
7 1 (0.52%) Mac OS X
7 1 (0.52%) Windows Server
Processes & Methodologies
1 65 (33.85%) Multithreading
2 64 (33.33%) Low Latency
3 63 (32.81%) Agile Software Development
3 63 (32.81%) Software Engineering
4 57 (29.69%) Problem-Solving
5 56 (29.17%) OO
6 52 (27.08%) Analytics
7 43 (22.40%) Investment Management
8 42 (21.88%) Test Automation
9 40 (20.83%) TDD
10 39 (20.31%) Android Development
10 39 (20.31%) Open Source
11 34 (17.71%) Continuous Integration
12 33 (17.19%) Mathematics
13 32 (16.67%) Risk Management
14 31 (16.15%) SDLC
15 30 (15.63%) Mobile Development
16 29 (15.10%) Innovative Thinking
16 29 (15.10%) Strategic Thinking
17 28 (14.58%) Performance Tuning
Programming Languages
1 106 (55.21%) Java
2 60 (31.25%) C++
2 60 (31.25%) Python
3 38 (19.79%) C
4 33 (17.19%) JavaScript
5 32 (16.67%) C#
6 30 (15.63%) Kotlin
7 22 (11.46%) Apple Swift
8 20 (10.42%) TypeScript
9 17 (8.85%) Objective-C
10 15 (7.81%) Assembly Language
10 15 (7.81%) SQL
11 9 (4.69%) Bash Shell
11 9 (4.69%) Java 8
11 9 (4.69%) Perl
12 7 (3.65%) PHP
12 7 (3.65%) Shell Script
13 4 (2.08%) Ada
13 4 (2.08%) Embedded C
13 4 (2.08%) Scala
Qualifications
1 94 (48.96%) Degree
2 52 (27.08%) Computer Science Degree
3 25 (13.02%) Master's Degree
4 9 (4.69%) CREST Certified
4 9 (4.69%) GCFA
4 9 (4.69%) GCFE
4 9 (4.69%) GIAC
5 7 (3.65%) DV Cleared
5 7 (3.65%) GREM
5 7 (3.65%) SC Cleared
5 7 (3.65%) Security Cleared
6 4 (2.08%) PhD
7 2 (1.04%) ISTQB
8 1 (0.52%) MCP
8 1 (0.52%) MCSE
8 1 (0.52%) Microsoft Certification
Quality Assurance & Compliance
1 23 (11.98%) QA
2 9 (4.69%) SLA
3 5 (2.60%) JTAG
4 4 (2.08%) Def Stans
4 4 (2.08%) MISRA
4 4 (2.08%) MISRA C
System Software
1 4 (2.08%) Docker
1 4 (2.08%) HDFS
2 3 (1.56%) Apache Flume
2 3 (1.56%) Apache ZooKeeper
3 1 (0.52%) Active Directory
Systems Management
1 9 (4.69%) EnCase
2 8 (4.17%) HockeyApp
3 3 (1.56%) Ansible
3 3 (1.56%) Opscode Chef
3 3 (1.56%) Puppet
4 2 (1.04%) Grafana
4 2 (1.04%) Graylog
4 2 (1.04%) Kubernetes
4 2 (1.04%) Prometheus
Vendors
1 39 (20.31%) Google
2 23 (11.98%) Apple
3 11 (5.73%) Atlassian
4 10 (5.21%) Microsoft
5 7 (3.65%) Cloudera
6 6 (3.13%) Fidessa
7 5 (2.60%) Facebook
8 4 (2.08%) Cognizant
8 4 (2.08%) IBM
8 4 (2.08%) Salesforce.com
8 4 (2.08%) SAP
9 2 (1.04%) Hortonworks
9 2 (1.04%) MapR
9 2 (1.04%) PagerDuty
9 2 (1.04%) Solace
9 2 (1.04%) Splunk
9 2 (1.04%) TIBCO
10 1 (0.52%) Oracle
10 1 (0.52%) Xamarin