Period
to 24 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Personalization skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Personalization over the 6 months to 24 June 2018 with a comparison to the same period in the previous 2 years.

Personalization
England > North West
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 336 344 330
Rank change year-on-year +8 -14 +18
Permanent jobs citing Personalization 24 15 11
As % of all permanent IT jobs advertised in the North West 0.19% 0.12% 0.098%
As % of the Processes & Methodologies category 0.21% 0.13% 0.11%
Number of salaries quoted 20 13 9
North West median annual salary £40,000 £55,000 £60,000
Median salary % change year-on-year -27.27% -8.33% +81.82%
10th Percentile £27,500 £37,500 £42,700
90th Percentile £55,000 £236,500 £80,000
England median annual salary £55,000 £52,500 £55,000
% change year-on-year +4.76% -4.55% +10.00%

Personalization 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 the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11,355 11,771 10,127
As % of all permanent IT jobs advertised in the North West 91.44% 91.21% 89.76%
Number of salaries quoted 9,145 9,638 8,472
North West median annual salary £44,500 £40,000 £40,000
Median salary % change year-on-year +11.25% - -
10th Percentile £26,250 £26,250 £24,250
90th Percentile £66,250 £63,500 £62,500
England median annual salary £50,000 £50,000 £48,750
% change year-on-year - +2.56% +2.63%

Personalization
Job Vacancy Trend in the North West

Job postings citing Personalization as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Personalization in the North West

Personalization
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Personalization in the North West.

Salary trend for Personalization in the North West

Personalization
Salary Histogram in the North West

The salary distribution of IT jobs citing Personalization in the North West over the 6 months to 24 June 2018.

Salary histogram for Personalization in the North West

Personalization
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Personalization within the North West region over the 6 months to 24 June 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
Manchester +36 16 £42,500 -40.35% 2
Cheshire -28 3 - - 1
Lancashire - 3 £40,000 -
Cumbria - 2 £17,007 -
Personalization
England

For the 6 months to 24 June 2018, IT jobs citing Personalization 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 across the North West region with a requirement for Personalization.

1 14 (58.33%) Analytics
2 10 (41.67%) Data Science
3 9 (37.50%) Big Data
4 7 (29.17%) Customer Insight
4 7 (29.17%) Java
4 7 (29.17%) Python
4 7 (29.17%) E-Commerce
4 7 (29.17%) Retail
4 7 (29.17%) Software Engineering
4 7 (29.17%) Scala
5 6 (25.00%) Google
5 6 (25.00%) Marketing
5 6 (25.00%) Agile Software Development
5 6 (25.00%) Docker
6 5 (20.83%) Kalman Filter
6 5 (20.83%) Analytical Skills
6 5 (20.83%) Amazon AWS
7 4 (16.67%) Degree
7 4 (16.67%) Business Analysis
7 4 (16.67%) Text Mining
7 4 (16.67%) Scrum
7 4 (16.67%) Apache Spark
7 4 (16.67%) TensorFlow
7 4 (16.67%) CoreNLP
7 4 (16.67%) Social Media
7 4 (16.67%) Natural Language Processing
7 4 (16.67%) Machine Learning
7 4 (16.67%) Sentiment Analysis
7 4 (16.67%) Keras
8 3 (12.50%) GDPR

Personalization
Co-occurring IT Skills in the North West 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 4 (16.67%) Apache Spark
2 1 (4.17%) CMS
Applications
1 3 (12.50%) Microsoft Excel
Cloud Services
1 5 (20.83%) Amazon AWS
2 3 (12.50%) Google Analytics
2 3 (12.50%) SaaS
Communications & Networking
1 1 (4.17%) SMS
Database & Business Intelligence
1 9 (37.50%) Big Data
2 4 (16.67%) Text Mining
3 3 (12.50%) MongoDB
3 3 (12.50%) Redis
4 2 (8.33%) Relational Database
5 1 (4.17%) Data Warehouse
General
1 7 (29.17%) Retail
2 6 (25.00%) Marketing
3 3 (12.50%) Banking
3 3 (12.50%) Finance
3 3 (12.50%) Investment Banking
3 3 (12.50%) Law
Job Titles
1 4 (16.67%) Analyst
1 4 (16.67%) Business Analyst
1 4 (16.67%) Developer
1 4 (16.67%) Process Engineer
2 3 (12.50%) Insight Manager
2 3 (12.50%) Product Manager
2 3 (12.50%) Project Manager
3 2 (8.33%) Agile Business Analyst
3 2 (8.33%) Business IT Analyst
3 2 (8.33%) CRM Executive
3 2 (8.33%) Digital Executive
3 2 (8.33%) IT Analyst
3 2 (8.33%) IT Business Analyst
3 2 (8.33%) Junior
3 2 (8.33%) Junior Systems Engineer
3 2 (8.33%) Network Technician
3 2 (8.33%) Scala Developer
3 2 (8.33%) Systems Engineer
3 2 (8.33%) Transformation Analyst
4 1 (4.17%) .NET Developer
Libraries, Frameworks & Software Standards
1 4 (16.67%) CoreNLP
1 4 (16.67%) Keras
1 4 (16.67%) Natural Language Processing
1 4 (16.67%) TensorFlow
2 3 (12.50%) HTML
2 3 (12.50%) Kafka
2 3 (12.50%) RabbitMQ
2 3 (12.50%) RESTful
3 1 (4.17%) .NET
Miscellaneous
1 5 (20.83%) Analytical Skills
2 4 (16.67%) Social Media
3 3 (12.50%) User Experience
4 2 (8.33%) Management Information System
Operating Systems
1 2 (8.33%) Android
1 2 (8.33%) Apple iOS
1 2 (8.33%) Linux
Processes & Methodologies
1 14 (58.33%) Analytics
2 10 (41.67%) Data Science
3 7 (29.17%) Customer Insight
3 7 (29.17%) E-Commerce
3 7 (29.17%) Software Engineering
4 6 (25.00%) Agile Software Development
5 5 (20.83%) Kalman Filter
6 4 (16.67%) Business Analysis
6 4 (16.67%) Machine Learning
6 4 (16.67%) Scrum
6 4 (16.67%) Sentiment Analysis
7 3 (12.50%) Business Intelligence
7 3 (12.50%) CRM
7 3 (12.50%) Data Management
7 3 (12.50%) Data Protection
7 3 (12.50%) ETL
7 3 (12.50%) PRINCE2
7 3 (12.50%) Project Management
7 3 (12.50%) Risk Management
7 3 (12.50%) Wealth Management
Programming Languages
1 7 (29.17%) Java
1 7 (29.17%) Python
1 7 (29.17%) Scala
2 3 (12.50%) C#
2 3 (12.50%) SQL
3 1 (4.17%) PHP
Qualifications
1 4 (16.67%) Degree
2 3 (12.50%) APMP
Quality Assurance & Compliance
1 3 (12.50%) GDPR
1 3 (12.50%) PSD2
1 3 (12.50%) QA
System Software
1 6 (25.00%) Docker
Systems Management
1 2 (8.33%) Kubernetes
Vendors
1 6 (25.00%) Google
2 3 (12.50%) Tealeaf
3 2 (8.33%) Microsoft
4 1 (4.17%) Twitter