Period
to 24 February 2018

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 24 February 2018 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
24 Feb 2018
Same period 2017 Same period 2016
Rank 811 806 842
Rank change year-on-year -5 +36 -22
Contract jobs citing Logistic Regression 36 14 3
As % of all contract IT jobs advertised in England 0.039% 0.016% 0.003%
As % of the Processes & Methodologies category 0.046% 0.019% 0.004%
Number of daily rates quoted 32 9 3
England median daily rate £563 £475 £500
Median daily rate % change year-on-year +18.42% -5.00% +11.11%
10th Percentile £401 £310 £355
90th Percentile £800 £840 £560
UK median daily rate £563 £475 £500
% change year-on-year +18.42% -5.00% +11.11%
Number of hourly rates quoted 0 2 0
England median hourly rate - £42.48 -
UK median hourly rate - £42.48 -

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 78,519 74,676 82,366
As % of all contract IT jobs advertised in England 84.89% 84.05% 82.95%
Number of daily rates quoted 52,870 49,828 54,387
England median daily rate £455 £438 £425
Median daily rate % change year-on-year +4.00% +2.94% +4.94%
10th Percentile £297 £270 £263
90th Percentile £638 £625 £606
UK median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 1,892 2,027 2,417
England median hourly rate £24.30 £25.00 £23.50
Median hourly rate % change year-on-year -2.82% +6.38% +16.05%
10th Percentile £11.50 £11.50 £11.43
90th Percentile £50.50 £50.00 £50.00
UK median hourly rate £24.00 £25.00 £24.93
% change year-on-year -4.00% +0.30% +24.63%

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 24 February 2018.

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 24 February 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -14 20 £738 +34.09% 7
North of England +29 6 £500 -
Midlands +15 4 £650 +85.71%
East Midlands +4 4 £650 +85.71%
Yorkshire - 4 £500 -
North West +13 2 £500 -
South East -10 2 £500 +17.65%
East of England -17 1 £425 -30.61% 1
South West - 1 £325 -
Logistic Regression
UK

For the 6 months to 24 February 2018, IT contractor jobs citing Logistic Regression also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the England region with a requirement for Logistic Regression.

1 33 (91.67%) Machine Learning
2 31 (86.11%) Data Science
3 29 (80.56%) Python
4 27 (75.00%) Linear Regression
5 25 (69.44%) Bayesian Methods
6 22 (61.11%) Apache Spark
7 20 (55.56%) Statistics
7 20 (55.56%) Hadoop
7 20 (55.56%) Apache Hive
8 19 (52.78%) Scala
8 19 (52.78%) SQL
8 19 (52.78%) HBase
9 18 (50.00%) PySpark
10 17 (47.22%) Pandas
10 17 (47.22%) scikit-learn
10 17 (47.22%) MapReduce
10 17 (47.22%) NumPy
10 17 (47.22%) MongoDB
11 16 (44.44%) Mahout
11 16 (44.44%) Matplotlib
11 16 (44.44%) Trend Analysis
11 16 (44.44%) Apache
11 16 (44.44%) Jupyter
11 16 (44.44%) MapR
11 16 (44.44%) Apache Pig
11 16 (44.44%) Seaborn
12 14 (38.89%) Deep Learning
13 13 (36.11%) TensorFlow
14 11 (30.56%) R
15 10 (27.78%) Keras

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 22 (61.11%) Apache Spark
2 16 (44.44%) Apache
2 16 (44.44%) Apache Pig
2 16 (44.44%) Jupyter
3 2 (5.56%) SAS
Business Applications
1 1 (2.78%) WebTrends
Cloud Services
1 2 (5.56%) Cloud Computing
2 1 (2.78%) Google Analytics
Database & Business Intelligence
1 20 (55.56%) Apache Hive
1 20 (55.56%) Hadoop
2 19 (52.78%) HBase
3 17 (47.22%) MongoDB
4 16 (44.44%) Mahout
5 5 (13.89%) Big Data
6 3 (8.33%) Apache Cassandra
6 3 (8.33%) Data Mining
6 3 (8.33%) NoSQL
7 1 (2.78%) Apache Zeppelin
7 1 (2.78%) Impala
7 1 (2.78%) Sqoop
General
1 9 (25.00%) Finance
2 3 (8.33%) Advertising
2 3 (8.33%) Banking
3 2 (5.56%) Aerospace
3 2 (5.56%) Automotive
3 2 (5.56%) Electronics
3 2 (5.56%) Investment Banking
3 2 (5.56%) Law
3 2 (5.56%) Manufacturing
3 2 (5.56%) Retail
3 2 (5.56%) Telecoms
4 1 (2.78%) Marketing
4 1 (2.78%) Pharmaceutical
Job Titles
1 21 (58.33%) Data Scientist
2 7 (19.44%) Machine Learning Engineer
3 4 (11.11%) Senior Data Scientist
4 2 (5.56%) Analytics Manager
4 2 (5.56%) Machine Learning Scientist
5 1 (2.78%) Architect
5 1 (2.78%) Big Data Architect
5 1 (2.78%) Consultant
5 1 (2.78%) Data Architect
5 1 (2.78%) Data Consultant
5 1 (2.78%) Data Manager
5 1 (2.78%) Data Modeller
5 1 (2.78%) Data Science Manager
5 1 (2.78%) Digital Analytics Specialist
5 1 (2.78%) Fraud Manager
5 1 (2.78%) Fraud Risk Manager
5 1 (2.78%) Machine Learning Consultant
5 1 (2.78%) Risk Manager
5 1 (2.78%) Systems Manager
Libraries, Frameworks & Software Standards
1 18 (50.00%) PySpark
2 17 (47.22%) NumPy
2 17 (47.22%) Pandas
2 17 (47.22%) scikit-learn
3 16 (44.44%) Matplotlib
3 16 (44.44%) Seaborn
4 13 (36.11%) TensorFlow
5 10 (27.78%) Keras
6 4 (11.11%) Natural Language Processing
6 4 (11.11%) Theano
7 2 (5.56%) Deeplearning4j
7 2 (5.56%) Kafka
7 2 (5.56%) MXNet
8 1 (2.78%) Google Maps API
8 1 (2.78%) MLlib
8 1 (2.78%) SparkR
Miscellaneous
1 4 (11.11%) Algorithms
2 2 (5.56%) Analytical Skills
2 2 (5.56%) Data Centre
2 2 (5.56%) Virtual Team
3 1 (2.78%) Computer Science
Processes & Methodologies
1 33 (91.67%) Machine Learning
2 31 (86.11%) Data Science
3 27 (75.00%) Linear Regression
4 25 (69.44%) Bayesian Methods
5 20 (55.56%) Statistics
6 17 (47.22%) MapReduce
7 16 (44.44%) Trend Analysis
8 14 (38.89%) Deep Learning
9 7 (19.44%) Analytics
9 7 (19.44%) Neural Network
10 6 (16.67%) Mathematics
11 4 (11.11%) Predictive Modelling
12 3 (8.33%) Decision Tree
12 3 (8.33%) Linear Algebra
12 3 (8.33%) Random Forest
13 2 (5.56%) Artificial Intelligence
13 2 (5.56%) Cluster Analysis
13 2 (5.56%) Data Analysis
13 2 (5.56%) Predictive Analytics
13 2 (5.56%) Visualisation
Programming Languages
1 29 (80.56%) Python
2 19 (52.78%) Scala
2 19 (52.78%) SQL
3 11 (30.56%) R
4 2 (5.56%) Shell Script
5 1 (2.78%) Ruby
Qualifications
1 4 (11.11%) Degree
Quality Assurance & Compliance
1 2 (5.56%) Data Quality
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 16 (44.44%) MapR
2 2 (5.56%) Google
3 1 (2.78%) Hortonworks