NumPy Jobs in England

The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016

Same period 2015

Same period 2014

NumPy

Rank

815

886

928

Rank change year-on-year

+71

+42

Permanent jobs citing NumPy

As % of all permanent IT jobs located in England

0.075%

0.044%

0.028%

As % of the Libraries, Frameworks & Software Standards category

0.19%

0.12%

0.074%

Number of salaries quoted

Median salary

£77,500

£80,000

Median salary % change year-on-year

-3.12%

UK excluding London median salary

£47,500

£35,000

£47,500

% change year-on-year

+35.71%

-26.31%

NumPy
UK

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the England region.

Libraries, Frameworks & Software Standards Category
England

Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category

34759

38810

40428

As % of all permanent IT jobs located in England

38.80%

37.94%

38.30%

Number of salaries quoted

30248

33549

34278

Median salary

£47,500

£45,000

£42,500

Median salary % change year-on-year

+5.55%

+5.88%

90% offered a salary of more than

£32,000

£30,000

10% offered a salary of more than

£70,000

£62,500

£67,500

UK excluding London median salary

£42,000

£40,000

% change year-on-year

+5.00%

NumPy
Jobs Demand Trend in England

The demand trend of job ads across the England region citing NumPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy across the England region.

NumPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing NumPy across the England region over the 3 months to 28 September 2016.

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 28 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location (Click see detailed statistics and trends)	Rank Change on Same Period Last Year	Matching Permanent IT Job Ads	Median Salary Last 3 Months	Median Salary % Change on Same Period Last Year	Live Job Vacancies
London	+77	61	£80,000	-	16
Yorkshire	-	3	£55,000	-
North East	-	3	£45,000	-	1
NumPy UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 28 September 2016, IT jobs citing NumPy 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 NumPy.

1	160 (96.39%)	Python
2	88 (53.01%)	Degree
3	85 (51.20%)	Computer Science
4	81 (48.80%)	Finance
4	81 (48.80%)	SciPy
4	81 (48.80%)	Pandas
5	77 (46.39%)	C++
6	61 (36.75%)	Machine Learning
7	52 (31.33%)	Algorithms
8	50 (30.12%)	Linux
9	48 (28.92%)	PhD
10	44 (26.51%)	Mathematics
10	44 (26.51%)	R
11	41 (24.70%)	Software Engineering
11	41 (24.70%)	Statistics

12	40 (24.10%)	Agile Software Development
13	39 (23.49%)	Analytical Skills
14	35 (21.08%)	TDD
15	33 (19.88%)	Visualisation
16	32 (19.28%)	Hedge funds
16	32 (19.28%)	Low Latency
17	31 (18.67%)	NoSQL
17	31 (18.67%)	OO
18	30 (18.07%)	Java
19	29 (17.47%)	MongoDB
20	28 (16.87%)	SQL
21	27 (16.27%)	Data Analysis
21	27 (16.27%)	scikit-learn
22	26 (15.66%)	Git (software)
22	26 (15.66%)	Physics

NumPy
Top Related 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
Applications
Business Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

Application Platforms
1	12 (7.23%)	IPython
2	10 (6.02%)	Apache Spark
3	7 (4.22%)	SAS
4	5 (3.01%)	Apache Pig
5	4 (2.41%)	Apache
6	2 (1.20%)	Elasticsearch
6	2 (1.20%)	Jupyter
7	1 (0.60%)	Confluence

Applications
1	6 (3.61%)	SPSS
2	3 (1.81%)	Weka
3	2 (1.20%)	Stata
4	1 (0.60%)	Mathematica

Business Applications
1	1 (0.60%)	Front Arena

Cloud Services
1	17 (10.24%)	Amazon AWS
2	12 (7.23%)	GitHub
3	9 (5.42%)	Cloud Computing
4	8 (4.82%)	Google Cloud Platform
5	6 (3.61%)	Amazon EC2
5	6 (3.61%)	Amazon S3
6	5 (3.01%)	PaaS
7	4 (2.41%)	Route 53
8	2 (1.20%)	Amazon EMR
8	2 (1.20%)	AWS Data Pipeline

Communications & Networking
1	3 (1.81%)	HTTP
2	1 (0.60%)	AMQP
2	1 (0.60%)	Internet
2	1 (0.60%)	IPv4
2	1 (0.60%)	MQTT
2	1 (0.60%)	Wi-Fi

Database & Business Intelligence
1	31 (18.67%)	NoSQL
2	29 (17.47%)	MongoDB
3	22 (13.25%)	Big Data
4	20 (12.05%)	Data Mining
4	20 (12.05%)	Hadoop
5	16 (9.64%)	PostgreSQL
6	11 (6.63%)	MySQL
7	10 (6.02%)	Apache Hive
7	10 (6.02%)	KDB
8	9 (5.42%)	SQL Server
9	6 (3.61%)	Apache Cassandra
9	6 (3.61%)	Relational Database
10	5 (3.01%)	Data Warehouse
10	5 (3.01%)	HBase
10	5 (3.01%)	HDInsight
10	5 (3.01%)	Impala
10	5 (3.01%)	QlikView
11	4 (2.41%)	Redis
12	2 (1.20%)	Amazon RDS
12	2 (1.20%)	Oracle Database

Development Applications
1	26 (15.66%)	Git (software)
2	11 (6.63%)	Maven
3	4 (2.41%)	Jenkins
3	4 (2.41%)	MSBuild
3	4 (2.41%)	TeamCity
4	1 (0.60%)	Bitbucket
4	1 (0.60%)	Cucumber
4	1 (0.60%)	JIRA
4	1 (0.60%)	Selenium
4	1 (0.60%)	WebDriver

General
1	81 (48.80%)	Finance
2	19 (11.45%)	Front Office
3	7 (4.22%)	Marketing
4	4 (2.41%)	Banking
5	2 (1.20%)	Investment Banking
6	1 (0.60%)	Billing
6	1 (0.60%)	Financial Institution
6	1 (0.60%)	Games

Job Titles
1	94 (56.63%)	Developer
2	74 (44.58%)	Python Developer
3	42 (25.30%)	C++ Developer
4	29 (17.47%)	Data Scientist
5	18 (10.84%)	Quantitative Developer
6	13 (7.83%)	C++ Quantitative Developer
7	12 (7.23%)	Data Engineer
7	12 (7.23%)	Machine Learning Scientist
8	11 (6.63%)	Senior Developer
9	9 (5.42%)	Senior Data Scientist
10	8 (4.82%)	Junior
10	8 (4.82%)	Software Engineer
11	7 (4.22%)	Linux Developer
11	7 (4.22%)	Programmer
11	7 (4.22%)	Python Programmer
11	7 (4.22%)	Senior Python Developer
12	6 (3.61%)	Senior C++ Developer
12	6 (3.61%)	Senior Software Engineer
13	5 (3.01%)	C# Developer
13	5 (3.01%)	Junior Developer

Libraries, Frameworks & Software Standards
1	81 (48.80%)	Pandas
1	81 (48.80%)	SciPy
2	27 (16.27%)	scikit-learn
3	25 (15.06%)	Web Services
4	21 (12.65%)	Celery
4	21 (12.65%)	Django
5	16 (9.64%)	AngularJS
6	14 (8.43%)	Boost C++ Libraries
6	14 (8.43%)	Flask
6	14 (8.43%)	STL
7	13 (7.83%)	Theano
8	12 (7.23%)	Matplotlib
8	12 (7.23%)	SQLAlchemy
9	11 (6.63%)	Esper
9	11 (6.63%)	Pyramid
10	9 (5.42%)	OpenCL
10	9 (5.42%)	RESTful
10	9 (5.42%)	TensorFlow
11	8 (4.82%)	.NET
12	7 (4.22%)	ASP.NET

Miscellaneous
1	85 (51.20%)	Computer Science
2	52 (31.33%)	Algorithms
3	44 (26.51%)	Mathematics
4	41 (24.70%)	Statistics
5	39 (23.49%)	Analytical Skills
6	33 (19.88%)	Visualisation
7	32 (19.28%)	Hedge funds
8	26 (15.66%)	Physics
9	21 (12.65%)	Fintech
10	15 (9.04%)	Neural Network
11	13 (7.83%)	Artificial Intelligence
12	12 (7.23%)	CUDA
13	7 (4.22%)	Data Structures
13	7 (4.22%)	Equities
14	6 (3.61%)	Biology
14	6 (3.61%)	Client/Server
15	5 (3.01%)	Derivative
16	4 (2.41%)	Foreign Exchange (FX)
17	3 (1.81%)	Fixed Income
18	2 (1.20%)	Biometrics

Operating Systems
1	50 (30.12%)	Linux
2	16 (9.64%)	Unix
3	2 (1.20%)	Windows
4	1 (0.60%)	Android
4	1 (0.60%)	Apple iOS

Processes & Methodologies
1	61 (36.75%)	Machine Learning
2	41 (24.70%)	Software Engineering
3	40 (24.10%)	Agile Software Development
4	35 (21.08%)	TDD
5	32 (19.28%)	Low Latency
6	31 (18.67%)	OO
7	27 (16.27%)	Data Analysis
8	24 (14.46%)	Continuous Integration
8	24 (14.46%)	Unit Testing
9	23 (13.86%)	Analytics
10	19 (11.45%)	DevOps
10	19 (11.45%)	Multithreading
10	19 (11.45%)	Performance Optimisation
10	19 (11.45%)	Risk Management
11	18 (10.84%)	Open Source
12	17 (10.24%)	OOD
13	15 (9.04%)	Deep Learning
14	13 (7.83%)	Data Acquisition
14	13 (7.83%)	Refactoring
15	12 (7.23%)	Data Visualisation

Programming Languages
1	160 (96.39%)	Python
2	77 (46.39%)	C++
3	44 (26.51%)	R
4	30 (18.07%)	Java
5	28 (16.87%)	SQL
6	21 (12.65%)	C
6	21 (12.65%)	MATLAB
7	19 (11.45%)	Ruby
8	17 (10.24%)	JavaScript
9	15 (9.04%)	Cython
10	12 (7.23%)	C#
11	7 (4.22%)	Scala
12	3 (1.81%)	PHP
13	2 (1.20%)	Clojure
13	2 (1.20%)	Haskell
14	1 (0.60%)	Lua