NumPy Jobs in London

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

NumPy England / London
Location	3 months to 24 Jun 2017	Same period 2016	Same period 2015
Rank	542	562	626
Rank change year-on-year	+20	+64
Permanent jobs citing NumPy	74	82	53
As % of all permanent IT jobs advertised in London	0.20%	0.20%	0.12%
As % of the Libraries, Frameworks & Software Standards category	0.51%	0.51%	0.31%
Number of salaries quoted	53	80	46
Median salary	£85,000	£72,500	£75,000
Median salary % change year-on-year	+17.24%	-3.33%
90% offered a salary of more than	£50,000	£47,500	£47,500
10% offered a salary of more than	£110,000	£113,750	£90,000
UK excluding London median salary	£42,500	£45,000	£29,000
% change year-on-year	-5.55%	+55.17%

NumPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills London
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills	14635	16186	17074
As % of all permanent IT job vacancies advertised in London	40.39%	40.40%	38.02%
Number of salaries quoted	12104	14301	14709
Median salary	£57,500	£55,000	£55,000
Median salary % change year-on-year	+4.54%	-
90% offered a salary of more than	£40,000	£38,500	£35,000
10% offered a salary of more than	£80,000	£75,000	£77,500
UK excluding London median salary	£42,500	£40,000	£40,000
% change year-on-year	+6.25%	-

NumPy
Job Vacancy Trend in London

The job posting trend of jobs advertised in London citing NumPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy
Salary Trend in London

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

NumPy
Salary Histogram in London

The salary distribution of IT jobs citing NumPy in London over the 3 months to 24 June 2017.

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 3 months to 24 June 2017. 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	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
City of London	+22	6	£75,000	+3.44%	1
NumPy England

NumPy
Top 30 Co-occurring IT Skills in London

For the 6 months to 24 June 2017, 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 London region with a requirement for NumPy.

1	150 (99.34%)	Python
2	106 (70.20%)	Pandas
3	84 (55.63%)	Finance
4	81 (53.64%)	SQL
5	73 (48.34%)	SciPy
6	65 (43.05%)	C++
7	64 (42.38%)	Computer Science
8	51 (33.77%)	Software Engineering
9	48 (31.79%)	Java
10	47 (31.13%)	Machine Learning
11	45 (29.80%)	Agile Software Development
12	44 (29.14%)	OO
13	42 (27.81%)	Analytics
14	41 (27.15%)	Linux
15	39 (25.83%)	Degree

16	38 (25.17%)	Hedge funds
17	37 (24.50%)	Git (software)
17	37 (24.50%)	Mathematics
18	36 (23.84%)	R
19	35 (23.18%)	TDD
20	34 (22.52%)	Big Data
21	33 (21.85%)	MongoDB
22	32 (21.19%)	NoSQL
23	31 (20.53%)	Apache Spark
24	30 (19.87%)	Hadoop
24	30 (19.87%)	PhD
25	29 (19.21%)	Flask
26	28 (18.54%)	Algorithms
26	28 (18.54%)	Web Development
27	26 (17.22%)	Matplotlib

NumPy
Co-occurring IT Skills in London 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
Cloud Services
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	31 (20.53%)	Apache Spark
2	13 (8.61%)	Tornado
3	9 (5.96%)	Elasticsearch
4	7 (4.64%)	IPython
5	5 (3.31%)	Confluence
6	2 (1.32%)	Apache Airflow
6	2 (1.32%)	Luigi
6	2 (1.32%)	SAS
6	2 (1.32%)	uWSGI
7	1 (0.66%)	Apache
7	1 (0.66%)	Apache Pig
7	1 (0.66%)	CMS
7	1 (0.66%)	Jupyter

Applications
1	9 (5.96%)	Stata
2	3 (1.99%)	GNU Octave
3	2 (1.32%)	Microsoft Excel
4	1 (0.66%)	SPSS
4	1 (0.66%)	Weka

Cloud Services
1	15 (9.93%)	Amazon AWS
2	7 (4.64%)	GitHub
3	5 (3.31%)	Google Cloud Platform
4	3 (1.99%)	SaaS
4	3 (1.99%)	Slack
5	2 (1.32%)	AWS Lambda
5	2 (1.32%)	Google Analytics
5	2 (1.32%)	Microsoft Azure
6	1 (0.66%)	Cloud Computing

Database & Business Intelligence
1	34 (22.52%)	Big Data
2	33 (21.85%)	MongoDB
3	32 (21.19%)	NoSQL
4	30 (19.87%)	Hadoop
5	20 (13.25%)	Relational Database
6	17 (11.26%)	Apache Cassandra
7	14 (9.27%)	Data Mining
8	9 (5.96%)	Apache Hive
9	7 (4.64%)	Data Warehouse
9	7 (4.64%)	Redis
9	7 (4.64%)	SQL Server
10	6 (3.97%)	Amazon Redshift
11	5 (3.31%)	PostgreSQL
11	5 (3.31%)	RDBMS
12	4 (2.65%)	KDB
13	3 (1.99%)	GIS
13	3 (1.99%)	MySQL
14	2 (1.32%)	Neo4j
14	2 (1.32%)	SQL Server Integration Services
14	2 (1.32%)	SQL Server Reporting Services

Development Applications
1	37 (24.50%)	Git (software)
2	17 (11.26%)	Mercurial
3	5 (3.31%)	JIRA
4	4 (2.65%)	Jenkins
5	2 (1.32%)	Maven
5	2 (1.32%)	Moq
5	2 (1.32%)	MSTest
5	2 (1.32%)	NUnit
5	2 (1.32%)	Rhino Mocks
6	1 (0.66%)	Bower
6	1 (0.66%)	Team Foundation Server

General
1	84 (55.63%)	Finance
2	15 (9.93%)	Banking
2	15 (9.93%)	Front Office
3	13 (8.61%)	Retail
4	12 (7.95%)	Investment Banking
4	12 (7.95%)	Retail Banking
5	9 (5.96%)	Games
5	9 (5.96%)	Marketing
6	6 (3.97%)	Advertising
6	6 (3.97%)	Billing
7	2 (1.32%)	Back Office
7	2 (1.32%)	Telecoms
8	1 (0.66%)	Financial Institution

Job Titles
1	72 (47.68%)	Developer
2	65 (43.05%)	Python Developer
3	21 (13.91%)	Data Scientist
4	20 (13.25%)	Analyst
5	14 (9.27%)	Risk Analyst
6	12 (7.95%)	Data Analyst
6	12 (7.95%)	Software Engineer
7	11 (7.28%)	Data Engineer
7	11 (7.28%)	Technical Analyst
8	10 (6.62%)	Senior Developer
9	9 (5.96%)	C++ Developer
10	8 (5.30%)	Asset Management Analyst
10	8 (5.30%)	Equity Analyst
10	8 (5.30%)	Finance Manager
10	8 (5.30%)	Financial Analyst
10	8 (5.30%)	Risk Manager
10	8 (5.30%)	Senior Data Scientist
11	7 (4.64%)	Algorithmic Trading Developer
11	7 (4.64%)	Senior Python Developer
12	6 (3.97%)	Quantitative Developer

Libraries, Frameworks & Software Standards
1	106 (70.20%)	Pandas
2	73 (48.34%)	SciPy
3	29 (19.21%)	Flask
4	26 (17.22%)	Matplotlib
5	25 (16.56%)	D3.js
5	25 (16.56%)	scikit-learn
6	21 (13.91%)	Django
6	21 (13.91%)	Pyramid
7	18 (11.92%)	Highcharts JS
8	14 (9.27%)	Kafka
9	9 (5.96%)	Celery
10	7 (4.64%)	Boost C++ Libraries
10	7 (4.64%)	REST
10	7 (4.64%)	STL
11	6 (3.97%)	OpenGL
11	6 (3.97%)	Seaborn
12	5 (3.31%)	React
12	5 (3.31%)	TensorFlow
13	4 (2.65%)	SQLAlchemy
13	4 (2.65%)	Theano

Miscellaneous
1	64 (42.38%)	Computer Science
2	38 (25.17%)	Hedge funds
3	28 (18.54%)	Algorithms
4	22 (14.57%)	Derivative
5	14 (9.27%)	Data Structures
6	13 (8.61%)	Analytical Skills
7	12 (7.95%)	Fintech
7	12 (7.95%)	Foreign Exchange (FX)
8	10 (6.62%)	User Experience
9	8 (5.30%)	Equities
9	8 (5.30%)	Equity Derivative
9	8 (5.30%)	Equity Risk
9	8 (5.30%)	Greenfield Project
9	8 (5.30%)	Market Risk
10	6 (3.97%)	CUDA
10	6 (3.97%)	Field-Programmable Gate Array
10	6 (3.97%)	Management Information System
10	6 (3.97%)	Social Network
11	3 (1.99%)	Social Media
12	2 (1.32%)	Fixed Income

Operating Systems
1	41 (27.15%)	Linux
2	25 (16.56%)	Windows
3	7 (4.64%)	Unix

Processes & Methodologies
1	51 (33.77%)	Software Engineering
2	47 (31.13%)	Machine Learning
3	45 (29.80%)	Agile Software Development
4	44 (29.14%)	OO
5	42 (27.81%)	Analytics
6	37 (24.50%)	Mathematics
7	35 (23.18%)	TDD
8	28 (18.54%)	Web Development
9	25 (16.56%)	BDD
9	25 (16.56%)	Unit Testing
9	25 (16.56%)	Visualisation
10	22 (14.57%)	Asset Management
11	21 (13.91%)	Continuous Integration
11	21 (13.91%)	Refactoring
12	17 (11.26%)	SDLC
13	16 (10.60%)	Data Analytics
13	16 (10.60%)	Microservices
13	16 (10.60%)	Statistics
14	14 (9.27%)	Time Series Analysis
15	13 (8.61%)	ETL

Programming Languages
1	150 (99.34%)	Python
2	81 (53.64%)	SQL
3	65 (43.05%)	C++
4	48 (31.79%)	Java
5	36 (23.84%)	R
6	20 (13.25%)	C#
6	20 (13.25%)	JavaScript
7	14 (9.27%)	Scala
8	12 (7.95%)	MATLAB
9	5 (3.31%)	C
9	5 (3.31%)	Ruby
10	3 (1.99%)	Bash Shell
10	3 (1.99%)	PHP
11	1 (0.66%)	Cython
11	1 (0.66%)	ES6
11	1 (0.66%)	F#
11	1 (0.66%)	TypeScript