Period
to 22 January 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 22 January 2018 with a comparison to the same period in the previous 2 years.

Logistic Regression
UK > England
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 1070 1114 1169
Rank change year-on-year +44 +55 +16
Permanent jobs citing Logistic Regression 67 43 78
As % of all permanent IT jobs advertised in England 0.041% 0.026% 0.040%
As % of the Processes & Methodologies category 0.046% 0.029% 0.045%
Number of salaries quoted 58 32 70
England median annual salary £60,000 £52,500 £52,500
Median salary % change year-on-year +14.29% - -8.70%
10th Percentile £36,450 £35,250 £31,250
90th Percentile £77,500 £76,250 £75,000
UK median annual salary £60,000 £52,500 £52,500
% change year-on-year +14.29% - -

Logistic Regression 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 145,911 147,568 174,352
As % of all permanent IT jobs advertised in England 89.84% 89.55% 88.89%
Number of salaries quoted 118,420 122,856 146,011
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,000 £28,500 £27,875
90th Percentile £81,250 £80,000 £77,500
UK median annual salary £50,000 £48,750 £47,500
% change year-on-year +2.56% +2.63% +5.56%

Logistic Regression
Job Vacancy Trend in England

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

Job vacancy trend for Logistic Regression in England

Logistic Regression
Salary Trend in England

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

Salary trend for Logistic Regression in England

Logistic Regression
Salary Histogram in England

The salary distribution of IT jobs citing Logistic Regression in England over the 6 months to 22 January 2018.

Salary histogram for Logistic Regression in England

Logistic Regression
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logistic Regression within the England region over the 6 months to 22 January 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
London +18 44 £60,000 -7.69% 9
North of England -1 12 £53,750 +53.57% 1
North West -1 8 £44,000 -16.19% 1
Yorkshire +28 4 £71,250 +103.57%
South East +10 4 £73,750 +18.00%
East of England +8 4 £50,000 +25.00%
West Midlands - 3 £35,000 -
Midlands - 3 £35,000 -
Logistic Regression
UK

For the 6 months to 22 January 2018, 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 across the England region with a requirement for Logistic Regression.

1 50 (74.63%) Machine Learning
2 45 (67.16%) Python
3 38 (56.72%) Statistics
4 35 (52.24%) Big Data
4 35 (52.24%) R
5 31 (46.27%) Neural Network
5 31 (46.27%) SQL
6 30 (44.78%) Analytics
7 29 (43.28%) Linear Regression
8 24 (35.82%) Algorithms
9 23 (34.33%) Hadoop
10 22 (32.84%) Java
11 20 (29.85%) Marketing
12 18 (26.87%) Mathematics
12 18 (26.87%) Apache Spark
12 18 (26.87%) Bayesian Methods
13 17 (25.37%) Analytical Skills
13 17 (25.37%) Decision Tree
13 17 (25.37%) Natural Language Processing
13 17 (25.37%) PhD
13 17 (25.37%) Finance
14 16 (23.88%) Degree
14 16 (23.88%) Time Series Analysis
15 15 (22.39%) Microsoft Azure
15 15 (22.39%) Statistical Modelling
15 15 (22.39%) Customer Segmentation
15 15 (22.39%) Statistical Analysis
15 15 (22.39%) Data Mining
15 15 (22.39%) SAS
15 15 (22.39%) MATLAB

Logistic Regression
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 18 (26.87%) Apache Spark
2 15 (22.39%) SAS
3 4 (5.97%) Jupyter
4 3 (4.48%) Apache Pig
5 2 (2.99%) Apache
6 1 (1.49%) Luigi
Applications
1 7 (10.45%) Microsoft Excel
2 4 (5.97%) Microsoft Office
2 4 (5.97%) SPSS
3 3 (4.48%) Microsoft PowerPoint
4 2 (2.99%) Chatbot
4 2 (2.99%) GNU Octave
Business Applications
1 1 (1.49%) Capstone
Cloud Services
1 15 (22.39%) Microsoft Azure
2 9 (13.43%) Amazon AWS
3 1 (1.49%) Google Cloud Platform
Communications & Networking
1 1 (1.49%) Internet
Database & Business Intelligence
1 35 (52.24%) Big Data
2 23 (34.33%) Hadoop
3 15 (22.39%) Data Mining
4 12 (17.91%) Apache Hive
5 11 (16.42%) Text Mining
6 9 (13.43%) NoSQL
7 8 (11.94%) SQL Server
8 7 (10.45%) Apache Cassandra
9 6 (8.96%) HBase
9 6 (8.96%) MongoDB
10 3 (4.48%) Apache Zeppelin
11 2 (2.99%) KNIME
11 2 (2.99%) MySQL
11 2 (2.99%) Relational Database
11 2 (2.99%) Spotfire
12 1 (1.49%) GIS
12 1 (1.49%) Impala
12 1 (1.49%) Mahout
12 1 (1.49%) PostgreSQL
12 1 (1.49%) QlikView
Development Applications
1 1 (1.49%) Git (software)
General
1 20 (29.85%) Marketing
2 17 (25.37%) Finance
3 11 (16.42%) Retail
4 5 (7.46%) Banking
5 4 (5.97%) Investment Banking
5 4 (5.97%) Law
6 3 (4.48%) Telecoms
7 2 (2.99%) Electronics
7 2 (2.99%) Games
7 2 (2.99%) Manufacturing
8 1 (1.49%) Retail Banking
Job Titles
1 43 (64.18%) Data Scientist
2 16 (23.88%) Senior Data Scientist
3 10 (14.93%) Machine Learning Scientist
4 8 (11.94%) Data Engineer
5 7 (10.45%) Analyst
6 6 (8.96%) Insight Analyst
7 5 (7.46%) Senior Data Engineer
8 3 (4.48%) Data Analytics Scientist
8 3 (4.48%) Data Insight Analyst
8 3 (4.48%) Data Modeller
8 3 (4.48%) Insight Data Analyst
8 3 (4.48%) Machine Learning Engineer
8 3 (4.48%) SQL Analyst
8 3 (4.48%) Statistical Analyst
8 3 (4.48%) Statistical Modeller
9 2 (2.99%) Data Analyst
9 2 (2.99%) SAS Modeller
9 2 (2.99%) Senior Statistician
9 2 (2.99%) Statistician
9 2 (2.99%) Team Leader
Libraries, Frameworks & Software Standards
1 17 (25.37%) Natural Language Processing
2 4 (5.97%) MLlib
3 3 (4.48%) Pandas
3 3 (4.48%) scikit-learn
4 2 (2.99%) NumPy
4 2 (2.99%) TensorFlow
4 2 (2.99%) Web Services
5 1 (1.49%) .NET
5 1 (1.49%) .NET Core
5 1 (1.49%) AngularJS
5 1 (1.49%) Bokeh
5 1 (1.49%) D3.js
5 1 (1.49%) Matplotlib
5 1 (1.49%) MXNet
5 1 (1.49%) PySpark
5 1 (1.49%) Seaborn
5 1 (1.49%) Theano
Miscellaneous
1 24 (35.82%) Algorithms
2 17 (25.37%) Analytical Skills
3 11 (16.42%) Computer Science
4 5 (7.46%) Data Structures
5 4 (5.97%) Credit Risk
6 3 (4.48%) Analytical Mindset
6 3 (4.48%) Robotics
7 2 (2.99%) Linux Command Line
8 1 (1.49%) CUDA
8 1 (1.49%) FMCG
8 1 (1.49%) Greenfield Project
8 1 (1.49%) Management Information System
8 1 (1.49%) Online Games
Operating Systems
1 3 (4.48%) Unix
2 1 (1.49%) Linux
Processes & Methodologies
1 50 (74.63%) Machine Learning
2 38 (56.72%) Statistics
3 31 (46.27%) Neural Network
4 30 (44.78%) Analytics
5 29 (43.28%) Linear Regression
6 18 (26.87%) Bayesian Methods
6 18 (26.87%) Mathematics
7 17 (25.37%) Decision Tree
8 16 (23.88%) Time Series Analysis
9 15 (22.39%) Customer Segmentation
9 15 (22.39%) Statistical Analysis
9 15 (22.39%) Statistical Modelling
10 14 (20.90%) CHAID
11 13 (19.40%) Data Analytics
12 12 (17.91%) Cluster Analysis
12 12 (17.91%) Random Forest
13 10 (14.93%) Behavioural Change
13 10 (14.93%) Data Modelling
13 10 (14.93%) Data Munging
14 9 (13.43%) Regression Analysis
Programming Languages
1 45 (67.16%) Python
2 35 (52.24%) R
3 31 (46.27%) SQL
4 22 (32.84%) Java
5 15 (22.39%) MATLAB
6 14 (20.90%) Scala
7 10 (14.93%) C++
8 5 (7.46%) C#
8 5 (7.46%) JavaScript
8 5 (7.46%) Perl
9 3 (4.48%) C
9 3 (4.48%) Julia
10 2 (2.99%) Go
11 1 (1.49%) T-SQL
Qualifications
1 17 (25.37%) PhD
2 16 (23.88%) Degree
3 4 (5.97%) Numerate Degree
4 1 (1.49%) Computer Science Degree
System Software
1 1 (1.49%) Docker
Systems Management
1 3 (4.48%) Oozie
Vendors
1 5 (7.46%) Cloudera
2 4 (5.97%) Microsoft
3 3 (4.48%) Capita
3 3 (4.48%) Google
3 3 (4.48%) Teradata
4 2 (2.99%) SAP
4 2 (2.99%) Tableau
5 1 (1.49%) MapR