Period
to 12 December 2017

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Logistic Regression skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Logistic Regression over the 6 months to 12 December 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Logistic Regression
UK > England
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 820 830 864
Rank change year-on-year +10 +34 -27
Contract jobs citing Logistic Regression 36 11 7
As % of all contract IT jobs advertised in England 0.038% 0.011% 0.007%
As % of the Processes & Methodologies category 0.045% 0.014% 0.008%
Number of daily rates quoted 31 6 6
England median daily rate £500 £438 £500
Median daily rate % change year-on-year +14.29% -12.50% +5.26%
UK median daily rate £500 £438 £500
% change year-on-year +14.29% -12.50% +5.26%
Number of hourly rates quoted 0 0 0
England median hourly rate - - -
UK median hourly rate - - -

Logistic Regression is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Contract vacancies with a requirement for process or methodology skills 80532 80892 84761
As % of all contract IT jobs advertised in England 84.69% 84.19% 82.31%
Number of daily rates quoted 54292 53866 55971
England median daily rate £450 £430 £425
Median daily rate % change year-on-year +4.65% +1.18% +6.25%
10th Percentile £288 £266 £263
90th Percentile £638 £613 £600
UK median daily rate £450 £425 £420
% change year-on-year +5.88% +1.19% +5.00%
Number of hourly rates quoted 1834 2152 2528
England median hourly rate £25.00 £24.36 £22.00
Median hourly rate % change year-on-year +2.65% +10.70% +15.79%
10th Percentile £11.25 £11.25 £11.25
90th Percentile £49.75 £48.00 £47.50
UK median hourly rate £24.99 £24.00 £22.50
% change year-on-year +4.13% +6.67% +15.38%

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
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Logistic Regression in England.

Contractor daily rate trend for Logistic Regression in England

Logistic Regression
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Logistic Regression in England over the 6 months to 12 December 2017.

Contractor daily rate histogram for Logistic Regression in England

Logistic Regression
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Logistic Regression in England.

Contractor hourly rate trend for Logistic Regression in England

Logistic Regression
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Logistic Regression within the England region over the 6 months to 12 December 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +2 19 £540 +20.00% 3
North of England - 9 £500 - 1
North West - 5 £388 - 1
Yorkshire - 4 £500 -
Midlands +30 2 £650 -
East Midlands 0 2 £650 -
East of England - 2 £425 -
South East -7 1 £500 +17.65%
South West - 1 £325 -
Logistic Regression
UK

For the 6 months to 12 December 2017, IT contractor 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 contract ads across the England region with a requirement for Logistic Regression.

1 32 (88.89%) Machine Learning
2 31 (86.11%) Python
3 23 (63.89%) Linear Regression
4 17 (47.22%) R
5 15 (41.67%) Bayesian Methods
6 14 (38.89%) Apache Spark
6 14 (38.89%) Neural Network
7 13 (36.11%) Statistics
8 12 (33.33%) Pandas
8 12 (33.33%) TensorFlow
9 11 (30.56%) Deep Learning
9 11 (30.56%) NumPy
9 11 (30.56%) SQL
10 10 (27.78%) Apache Hive
10 10 (27.78%) Hadoop
10 10 (27.78%) Analytics
11 9 (25.00%) Theano
12 8 (22.22%) Algorithms
12 8 (22.22%) Linear Algebra
12 8 (22.22%) scikit-learn
12 8 (22.22%) Analytical Skills
12 8 (22.22%) Natural Language Processing
12 8 (22.22%) HBase
12 8 (22.22%) Scala
12 8 (22.22%) Finance
13 7 (19.44%) Data Modelling
13 7 (19.44%) Big Data
13 7 (19.44%) MapReduce
13 7 (19.44%) PySpark
14 6 (16.67%) Deeplearning4j

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 14 (38.89%) Apache Spark
2 5 (13.89%) Apache
2 5 (13.89%) Apache Pig
2 5 (13.89%) Jupyter
3 3 (8.33%) SAS
Business Applications
1 1 (2.78%) WebTrends
Cloud Services
1 2 (5.56%) Cloud Computing
2 1 (2.78%) Google Analytics
Communications & Networking
1 2 (5.56%) Skype
2 1 (2.78%) Broadband
Database & Business Intelligence
1 10 (27.78%) Apache Hive
1 10 (27.78%) Hadoop
2 8 (22.22%) HBase
3 7 (19.44%) Big Data
4 6 (16.67%) MongoDB
5 5 (13.89%) Mahout
6 3 (8.33%) Apache Cassandra
6 3 (8.33%) Data Mining
6 3 (8.33%) NoSQL
7 2 (5.56%) Blockchain
8 1 (2.78%) Apache Zeppelin
8 1 (2.78%) Impala
8 1 (2.78%) Sqoop
General
1 8 (22.22%) Finance
2 5 (13.89%) Retail
3 3 (8.33%) Telecoms
4 2 (5.56%) Aerospace
4 2 (5.56%) Automotive
4 2 (5.56%) Banking
4 2 (5.56%) Electronics
4 2 (5.56%) Manufacturing
4 2 (5.56%) Pharmaceutical
5 1 (2.78%) Advertising
5 1 (2.78%) Marketing
Job Titles
1 24 (66.67%) Data Scientist
2 6 (16.67%) Machine Learning Scientist
3 5 (13.89%) Machine Learning Engineer
4 3 (8.33%) Analyst
4 3 (8.33%) Data Analyst
4 3 (8.33%) Data Engineer
4 3 (8.33%) Data Modeller
4 3 (8.33%) Senior Data Scientist
5 2 (5.56%) Data Manager
5 2 (5.56%) SAS Modeller
5 2 (5.56%) SQL Analyst
5 2 (5.56%) SQL Data Analyst
6 1 (2.78%) Architect
6 1 (2.78%) Big Data Architect
6 1 (2.78%) Consultant
6 1 (2.78%) Data Architect
6 1 (2.78%) Data Consultant
6 1 (2.78%) Machine Learning Consultant
6 1 (2.78%) MATLAB Engineer
6 1 (2.78%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 12 (33.33%) Pandas
1 12 (33.33%) TensorFlow
2 11 (30.56%) NumPy
3 9 (25.00%) Theano
4 8 (22.22%) Natural Language Processing
4 8 (22.22%) scikit-learn
5 7 (19.44%) PySpark
6 6 (16.67%) Deeplearning4j
6 6 (16.67%) MXNet
7 5 (13.89%) Matplotlib
7 5 (13.89%) Seaborn
8 4 (11.11%) Keras
8 4 (11.11%) SciPy
9 2 (5.56%) Kafka
10 1 (2.78%) Bokeh
10 1 (2.78%) D3.js
10 1 (2.78%) Google Maps API
10 1 (2.78%) MLlib
10 1 (2.78%) SparkR
10 1 (2.78%) XGBoost
Miscellaneous
1 8 (22.22%) Algorithms
1 8 (22.22%) Analytical Skills
2 2 (5.56%) Computer Science
2 2 (5.56%) Data Centre
3 1 (2.78%) Digital Currency
3 1 (2.78%) Digital Signage
3 1 (2.78%) Greenfield Project
Processes & Methodologies
1 32 (88.89%) Machine Learning
2 23 (63.89%) Linear Regression
3 15 (41.67%) Bayesian Methods
4 14 (38.89%) Neural Network
5 13 (36.11%) Statistics
6 11 (30.56%) Deep Learning
7 10 (27.78%) Analytics
8 8 (22.22%) Linear Algebra
9 7 (19.44%) Data Modelling
9 7 (19.44%) MapReduce
10 6 (16.67%) Mathematics
10 6 (16.67%) Random Forest
11 5 (13.89%) Artificial Intelligence
11 5 (13.89%) Decision Tree
11 5 (13.89%) Trend Analysis
11 5 (13.89%) Visualisation
12 4 (11.11%) Agile Software Development
12 4 (11.11%) Data Visualisation
12 4 (11.11%) E-Commerce
13 3 (8.33%) Predictive Modelling
Programming Languages
1 31 (86.11%) Python
2 17 (47.22%) R
3 11 (30.56%) SQL
4 8 (22.22%) Scala
5 2 (5.56%) MATLAB
5 2 (5.56%) Shell Script
6 1 (2.78%) Ruby
Qualifications
1 4 (11.11%) Degree
Quality Assurance & Compliance
1 2 (5.56%) Data Quality
1 2 (5.56%) QA
System Software
1 3 (8.33%) HDFS
2 2 (5.56%) Apache Flume
Systems Management
1 2 (5.56%) Oozie
2 1 (2.78%) Ambari
2 1 (2.78%) Hadoop YARN
Vendors
1 5 (13.89%) MapR
2 3 (8.33%) Teradata
3 2 (5.56%) Google
4 1 (2.78%) Hortonworks
4 1 (2.78%) Tableau