Period
to 26 July 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Logistic Regression skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logistic Regression over the 6 months to 26 July 2017 with a comparison to the same period in the previous 2 years.

Logistic Regression
UK
6 months to
26 Jul 2017
Same period 2016 Same period 2015
Rank 1114 1202 1229
Rank change year-on-year +88 +27 +11
Permanent jobs citing Logistic Regression 63 72 93
As % of all permanent IT jobs advertised in the UK 0.035% 0.036% 0.042%
As % of the Processes & Methodologies category 0.039% 0.040% 0.048%
Number of salaries quoted 51 58 77
UK median annual salary £57,500 £52,500 £42,500
Median salary % change year-on-year +9.52% +23.53% -15.00%
10th Percentile £40,000 £35,000 £33,250
90th Percentile £80,750 £80,000 £78,000
UK excluding London median annual salary £57,500 £42,500 £37,000
% change year-on-year +35.29% +14.86% -4.52%

Logistic Regression is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 159516 179421 194215
As % of all permanent IT job vacancies advertised in the UK 89.78% 88.90% 87.88%
Number of salaries quoted 127716 149365 157836
UK median annual salary £50,000 £48,000 £47,500
Median salary % change year-on-year +4.17% +1.05% +5.56%
10th Percentile £28,500 £27,500 £27,500
90th Percentile £80,000 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £42,500

Logistic Regression
Job Vacancy Trend

Job postings citing Logistic Regression as a percentage of all IT jobs advertised.

Job vacancy trend for Logistic Regression in the UK

Logistic Regression
Salary Trend

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

Salary trend for Logistic Regression in the UK

Logistic Regression
Salary Histogram

The salary distribution of IT jobs citing Logistic Regression over the 6 months to 26 July 2017.

Salary histogram for Logistic Regression in the UK

Logistic Regression
Top 11 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logistic Regression within the UK over the 6 months to 26 July 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
England +52 57 £57,500 +9.52% 4
UK excluding London +95 35 £57,500 +35.29% 2
North of England +21 27 £57,500 +47.44%
London +36 23 £52,500 - 3
North West -12 22 £60,000 +51.90%
Yorkshire +12 5 £45,000 +16.88%
South East +69 3 £70,000 +33.33% 1
South West - 3 £52,500 -
Midlands +40 1 £47,500 -
East Midlands +34 1 £47,500 -
Wales - 1 £34,500 -

For the 6 months to 26 July 2017, IT jobs citing Logistic Regression also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Logistic Regression.

1 48 (76.19%) Analytics
2 41 (65.08%) SQL
3 37 (58.73%) R
4 34 (53.97%) Python
5 32 (50.79%) Machine Learning
6 30 (47.62%) SAS
7 28 (44.44%) Neural Network
8 24 (38.10%) Big Data
8 24 (38.10%) Analytical Skills
8 24 (38.10%) Algorithms
9 23 (36.51%) Data Mining
9 23 (36.51%) CHAID
10 22 (34.92%) PhD
10 22 (34.92%) Apache Hive
10 22 (34.92%) Decision Tree
11 21 (33.33%) Degree
11 21 (33.33%) Mathematics
11 21 (33.33%) Hadoop
12 20 (31.75%) Statistics
12 20 (31.75%) Linear Regression
13 18 (28.57%) Apache Spark
13 18 (28.57%) Marketing
13 18 (28.57%) Text Mining
13 18 (28.57%) MATLAB
13 18 (28.57%) Computer Science
14 17 (26.98%) Random Forest
15 15 (23.81%) Statistical Modelling
15 15 (23.81%) Data Analytics
16 14 (22.22%) Cluster Analysis
17 10 (15.87%) Customer Insight

Logistic Regression
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 30 (47.62%) SAS
2 18 (28.57%) Apache Spark
3 6 (9.52%) Apache Pig
4 1 (1.59%) Apache
Applications
1 10 (15.87%) SPSS
2 6 (9.52%) Microsoft Excel
3 2 (3.17%) Microsoft Office
3 2 (3.17%) Microsoft PowerPoint
Business Applications
1 1 (1.59%) FastStats
1 1 (1.59%) Oracle Utilities
Cloud Services
1 4 (6.35%) Google Analytics
1 4 (6.35%) Microsoft Azure
2 2 (3.17%) Amazon EC2
Communications & Networking
1 2 (3.17%) Symposium
Database & Business Intelligence
1 24 (38.10%) Big Data
2 23 (36.51%) Data Mining
3 22 (34.92%) Apache Hive
4 21 (33.33%) Hadoop
5 18 (28.57%) Text Mining
6 5 (7.94%) KNIME
6 5 (7.94%) Relational Database
6 5 (7.94%) SQL Server
7 4 (6.35%) Impala
7 4 (6.35%) Power BI
7 4 (6.35%) STATISTICA
8 3 (4.76%) Apache Cassandra
8 3 (4.76%) Base SAS
8 3 (4.76%) HBase
8 3 (4.76%) NoSQL
9 1 (1.59%) Data Warehouse
9 1 (1.59%) Flink
9 1 (1.59%) Oracle BI Publisher
9 1 (1.59%) QlikView
9 1 (1.59%) SQL Server 2008
Development Applications
1 2 (3.17%) Git (software)
General
1 18 (28.57%) Marketing
2 10 (15.87%) Finance
3 5 (7.94%) Banking
3 5 (7.94%) Games
3 5 (7.94%) Retail
4 4 (6.35%) Advertising
4 4 (6.35%) Investment Banking
5 2 (3.17%) Digital Economy
5 2 (3.17%) Pharmaceutical
5 2 (3.17%) Telecoms
6 1 (1.59%) Law
Job Titles
1 34 (53.97%) Data Scientist
2 9 (14.29%) Analyst
3 6 (9.52%) Insight Analyst
4 5 (7.94%) Senior Data Scientist
5 4 (6.35%) Analytics Manager
5 4 (6.35%) Data Manager
5 4 (6.35%) Machine Learning Scientist
6 3 (4.76%) Head of Analytics
6 3 (4.76%) Head of Data Analytics
6 3 (4.76%) Project Manager
6 3 (4.76%) Statistical Analyst
7 2 (3.17%) Data Analytics Manager
7 2 (3.17%) Data Engineer
7 2 (3.17%) Insight Manager
7 2 (3.17%) Machine Learning Engineer
7 2 (3.17%) Senior Analyst
7 2 (3.17%) SQL Analyst
8 1 (1.59%) Consultant
8 1 (1.59%) Customer Analyst
8 1 (1.59%) Marketing Manager
Libraries, Frameworks & Software Standards
1 4 (6.35%) Velocity
2 3 (4.76%) Natural Language Processing
3 2 (3.17%) scikit-learn
3 2 (3.17%) TensorFlow
4 1 (1.59%) Theano
4 1 (1.59%) XGBoost
Miscellaneous
1 24 (38.10%) Algorithms
1 24 (38.10%) Analytical Skills
2 18 (28.57%) Computer Science
3 4 (6.35%) User Experience
4 3 (4.76%) Credit Risk
5 2 (3.17%) Biotechnology
5 2 (3.17%) Data Structures
6 1 (1.59%) Digital Currency
6 1 (1.59%) Linux Command Line
6 1 (1.59%) Robotics
6 1 (1.59%) Social Media
Operating Systems
1 2 (3.17%) Windows
2 1 (1.59%) Unix
Processes & Methodologies
1 48 (76.19%) Analytics
2 32 (50.79%) Machine Learning
3 28 (44.44%) Neural Network
4 23 (36.51%) CHAID
5 22 (34.92%) Decision Tree
6 21 (33.33%) Mathematics
7 20 (31.75%) Linear Regression
7 20 (31.75%) Statistics
8 17 (26.98%) Random Forest
9 15 (23.81%) Data Analytics
9 15 (23.81%) Statistical Modelling
10 14 (22.22%) Cluster Analysis
11 10 (15.87%) Business Intelligence
11 10 (15.87%) Customer Insight
12 9 (14.29%) Predictive Modelling
13 7 (11.11%) Actionable Insight
13 7 (11.11%) E-Commerce
13 7 (11.11%) Service Delivery
13 7 (11.11%) Visualisation
13 7 (11.11%) Web Analytics
Programming Languages
1 41 (65.08%) SQL
2 37 (58.73%) R
3 34 (53.97%) Python
4 18 (28.57%) MATLAB
5 8 (12.70%) Java
6 4 (6.35%) C
6 4 (6.35%) C++
7 3 (4.76%) VBA
8 1 (1.59%) C#
8 1 (1.59%) Julia
8 1 (1.59%) Perl
8 1 (1.59%) Scala
Qualifications
1 22 (34.92%) PhD
2 21 (33.33%) Degree
3 7 (11.11%) Numerate Degree
4 2 (3.17%) Postgraduate
5 1 (1.59%) Computer Science Degree
Vendors
1 6 (9.52%) Tableau
2 5 (7.94%) Microsoft
3 4 (6.35%) Teradata
4 2 (3.17%) Google
5 1 (1.59%) Oracle
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Salary: Excellent Package, with amazing benefits
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