NumPy Jobs

The following table provides summary statistics for permanent job vacancies 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 28 June 2017 with a comparison to the same period in the previous 2 years.

NumPy UK
Location	3 months to 28 Jun 2017	Same period 2016	Same period 2015
Rank	779	836	903
Rank change year-on-year	+57	+67
Permanent jobs citing NumPy	95	99	60
As % of all permanent IT jobs advertised in the UK	0.11%	0.10%	0.055%
As % of the Libraries, Frameworks & Software Standards category	0.26%	0.26%	0.14%
Number of salaries quoted	67	89	52
Median salary	£72,500	£65,000	£75,000
Median salary % change year-on-year	+11.53%	-13.33%
90% offered a salary of more than	£41,500	£40,000	£39,100
10% offered a salary of more than	£110,000	£115,000	£90,000
UK excluding London median salary	£42,500	£37,000	£29,000
% change year-on-year	+14.86%	+27.58%

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 with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills UK
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills	36222	38335	41749
As % of all permanent IT job vacancies advertised in the UK	40.73%	38.96%	38.13%
Number of salaries quoted	30416	33328	35717
Median salary	£47,500	£45,000	£45,000
Median salary % change year-on-year	+5.55%	-
90% offered a salary of more than	£32,500	£31,000	£30,000
10% offered a salary of more than	£70,000	£65,000	£70,000
UK excluding London median salary	£42,500	£40,000	£40,000
% change year-on-year	+6.25%	-

NumPy
Job Vacancy Trend

The job posting trend of jobs advertised 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

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

NumPy
Salary Histogram

The salary distribution of IT jobs citing NumPy over the 3 months to 28 June 2017.

NumPy
Top 19 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 3 months to 28 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
England	+35	85	£75,000	+15.38%	8
London	+26	73	£80,000	+6.66%	6
Scotland	-	9	£35,000	-	1
Edinburgh	-	8	£36,250	-	1
South East	+43	6	£38,750	+40.90%
City of London	+23	5	£73,750	+1.72%
Hampshire	+19	5	£37,500	+36.36%
Portsmouth	-	5	£37,500	-
South West	-	5	£45,000	-	1
Bristol	-	3	£47,500	-
Devon	-	2	£45,000	-	1
Manchester	-31	1	£34,500	+18.96%	1
North West	-35	1	£34,500	+18.96%	1
Wales	-	1	£55,000	-
Glasgow	-	1	£35,000	-
Surrey	-	1	£45,000	-
Guildford	-	1	£45,000	-
South Wales	-	1	£55,000	-
Cardiff	-	1	£55,000	-

NumPy
Top 30 Co-occurring IT Skills

For the 6 months to 28 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 with a requirement for NumPy.

1	179 (99.44%)	Python
2	115 (63.89%)	Pandas
3	92 (51.11%)	SQL
4	85 (47.22%)	Finance
4	85 (47.22%)	SciPy
5	68 (37.78%)	Computer Science
6	67 (37.22%)	Agile Software Development
6	67 (37.22%)	C++
7	61 (33.89%)	Machine Learning
8	56 (31.11%)	Java
9	55 (30.56%)	Software Engineering
10	51 (28.33%)	Degree
11	49 (27.22%)	Mathematics
11	49 (27.22%)	Analytics
12	48 (26.67%)	OO

13	46 (25.56%)	Linux
13	46 (25.56%)	TDD
13	46 (25.56%)	Git (software)
13	46 (25.56%)	Big Data
14	42 (23.33%)	Apache Spark
15	41 (22.78%)	MongoDB
15	41 (22.78%)	R
16	37 (20.56%)	Hedge funds
17	36 (20.00%)	Visualisation
18	35 (19.44%)	Hadoop
19	34 (18.89%)	Algorithms
20	33 (18.33%)	Flask
20	33 (18.33%)	Django
21	32 (17.78%)	NoSQL
21	32 (17.78%)	PhD

NumPy
Co-occurring IT Skills 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	42 (23.33%)	Apache Spark
2	15 (8.33%)	Tornado
3	12 (6.67%)	Elasticsearch
4	7 (3.89%)	IPython
5	5 (2.78%)	Confluence
6	3 (1.67%)	Apache
7	2 (1.11%)	Apache Airflow
7	2 (1.11%)	Apache Pig
7	2 (1.11%)	Luigi
7	2 (1.11%)	SAS
7	2 (1.11%)	uWSGI
8	1 (0.56%)	CMS
8	1 (0.56%)	Jupyter

Applications
1	9 (5.00%)	Stata
2	3 (1.67%)	GNU Octave
3	2 (1.11%)	Microsoft Excel
3	2 (1.11%)	Weka
4	1 (0.56%)	LaTeX
4	1 (0.56%)	SPSS

Cloud Services
1	21 (11.67%)	Amazon AWS
2	8 (4.44%)	GitHub
3	7 (3.89%)	SaaS
4	6 (3.33%)	Cloud Computing
5	5 (2.78%)	Google Cloud Platform
5	5 (2.78%)	Microsoft Azure
6	3 (1.67%)	Heroku
6	3 (1.67%)	Slack
7	2 (1.11%)	AWS Lambda
7	2 (1.11%)	Google Analytics
8	1 (0.56%)	Amazon CloudWatch
8	1 (0.56%)	Amazon EC2
8	1 (0.56%)	Amazon S3
8	1 (0.56%)	IaaS
8	1 (0.56%)	PaaS

Database & Business Intelligence
1	46 (25.56%)	Big Data
2	41 (22.78%)	MongoDB
3	35 (19.44%)	Hadoop
4	32 (17.78%)	NoSQL
5	20 (11.11%)	Relational Database
6	17 (9.44%)	Apache Cassandra
6	17 (9.44%)	PostgreSQL
7	14 (7.78%)	Data Mining
8	12 (6.67%)	Data Warehouse
9	11 (6.11%)	Apache Hive
10	7 (3.89%)	Redis
10	7 (3.89%)	SQL Server
11	6 (3.33%)	Amazon Redshift
12	5 (2.78%)	RDBMS
13	4 (2.22%)	KDB
13	4 (2.22%)	MySQL
14	3 (1.67%)	GIS
14	3 (1.67%)	Neo4j
15	2 (1.11%)	SQL Server Integration Services
15	2 (1.11%)	SQL Server Reporting Services

Development Applications
1	46 (25.56%)	Git (software)
2	17 (9.44%)	Mercurial
3	7 (3.89%)	Jenkins
4	6 (3.33%)	Maven
5	5 (2.78%)	JIRA
6	4 (2.22%)	Ant
6	4 (2.22%)	JUnit
6	4 (2.22%)	Subversion
7	2 (1.11%)	Atlassian Bamboo
7	2 (1.11%)	Moq
7	2 (1.11%)	MSTest
7	2 (1.11%)	NUnit
7	2 (1.11%)	Rhino Mocks
7	2 (1.11%)	Travis CI
8	1 (0.56%)	Bitbucket
8	1 (0.56%)	Bower
8	1 (0.56%)	Team Foundation Server

General
1	85 (47.22%)	Finance
2	16 (8.89%)	Retail
3	15 (8.33%)	Banking
3	15 (8.33%)	Front Office
4	12 (6.67%)	Investment Banking
4	12 (6.67%)	Retail Banking
5	10 (5.56%)	Games
6	9 (5.00%)	Marketing
7	6 (3.33%)	Advertising
7	6 (3.33%)	Billing
8	2 (1.11%)	Back Office
8	2 (1.11%)	Telecoms
9	1 (0.56%)	Financial Institution

Job Titles
1	88 (48.89%)	Developer
2	74 (41.11%)	Python Developer
3	31 (17.22%)	Data Scientist
4	20 (11.11%)	Analyst
5	14 (7.78%)	Risk Analyst
6	12 (6.67%)	Data Analyst
6	12 (6.67%)	Software Engineer
7	11 (6.11%)	Technical Analyst
8	10 (5.56%)	Data Engineer
8	10 (5.56%)	Senior Developer
9	9 (5.00%)	C++ Developer
10	8 (4.44%)	Asset Management Analyst
10	8 (4.44%)	Equity Analyst
10	8 (4.44%)	Finance Manager
10	8 (4.44%)	Financial Analyst
10	8 (4.44%)	Risk Manager
10	8 (4.44%)	Senior Data Scientist
11	7 (3.89%)	Algorithmic Trading Developer
11	7 (3.89%)	Senior Python Developer
12	6 (3.33%)	Information Risk Analyst

Libraries, Frameworks & Software Standards
1	115 (63.89%)	Pandas
2	85 (47.22%)	SciPy
3	33 (18.33%)	Django
3	33 (18.33%)	Flask
4	28 (15.56%)	Matplotlib
5	26 (14.44%)	D3.js
5	26 (14.44%)	scikit-learn
6	21 (11.67%)	Pyramid
7	18 (10.00%)	Highcharts JS
8	17 (9.44%)	Kafka
9	13 (7.22%)	Celery
10	9 (5.00%)	AngularJS
10	9 (5.00%)	REST
11	7 (3.89%)	Boost C++ Libraries
11	7 (3.89%)	React
11	7 (3.89%)	STL
12	6 (3.33%)	MLlib
12	6 (3.33%)	OpenGL
12	6 (3.33%)	TensorFlow
13	5 (2.78%)	Seaborn

Miscellaneous
1	68 (37.78%)	Computer Science
2	37 (20.56%)	Hedge funds
3	34 (18.89%)	Algorithms
4	22 (12.22%)	Derivative
5	18 (10.00%)	Analytical Skills
6	15 (8.33%)	Data Structures
7	14 (7.78%)	Fintech
8	12 (6.67%)	Foreign Exchange (FX)
9	11 (6.11%)	User Experience
10	8 (4.44%)	Equities
10	8 (4.44%)	Equity Derivative
10	8 (4.44%)	Equity Risk
10	8 (4.44%)	Greenfield Project
10	8 (4.44%)	Market Risk
11	6 (3.33%)	CUDA
11	6 (3.33%)	Field-Programmable Gate Array
11	6 (3.33%)	Management Information System
11	6 (3.33%)	Social Network
12	3 (1.67%)	Social Media
13	2 (1.11%)	Linux Command Line

Operating Systems
1	46 (25.56%)	Linux
2	25 (13.89%)	Windows
3	8 (4.44%)	Unix

Processes & Methodologies
1	67 (37.22%)	Agile Software Development
2	61 (33.89%)	Machine Learning
3	55 (30.56%)	Software Engineering
4	49 (27.22%)	Analytics
4	49 (27.22%)	Mathematics
5	48 (26.67%)	OO
6	46 (25.56%)	TDD
7	36 (20.00%)	Visualisation
8	28 (15.56%)	Web Development
9	26 (14.44%)	Statistics
10	25 (13.89%)	BDD
10	25 (13.89%)	Unit Testing
11	24 (13.33%)	Continuous Integration
12	22 (12.22%)	Asset Management
12	22 (12.22%)	Microservices
13	21 (11.67%)	Refactoring
14	20 (11.11%)	Data Analytics
15	18 (10.00%)	ETL
15	18 (10.00%)	Open Source
16	17 (9.44%)	SDLC

Programming Languages
1	179 (99.44%)	Python
2	92 (51.11%)	SQL
3	67 (37.22%)	C++
4	56 (31.11%)	Java
5	41 (22.78%)	R
6	25 (13.89%)	JavaScript
7	20 (11.11%)	C#
8	16 (8.89%)	MATLAB
9	15 (8.33%)	Scala
10	6 (3.33%)	Ruby
11	5 (2.78%)	C
12	3 (1.67%)	Bash Shell
12	3 (1.67%)	PHP
13	1 (0.56%)	Cython
13	1 (0.56%)	ES6
13	1 (0.56%)	F#
13	1 (0.56%)	Perl
13	1 (0.56%)	T-SQL
13	1 (0.56%)	TypeScript

Qualifications
1	51 (28.33%)	Degree
2	32 (17.78%)	PhD
3	23 (12.78%)	Computer Science Degree
4	6 (3.33%)	Master's Degree
5	2 (1.11%)	Numerate Degree
6	1 (0.56%)	CFA

Quality Assurance & Compliance
1	12 (6.67%)	Data Quality
2	4 (2.22%)	QA

System Software
1	16 (8.89%)	Docker
2	1 (0.56%)	Apache Flume

Systems Management
1	5 (2.78%)	Kubernetes
1	5 (2.78%)	Opscode Chef
2	3 (1.67%)	Kibana
3	2 (1.11%)	logstash
3	2 (1.11%)	Marathon
3	2 (1.11%)	Puppet
4	1 (0.56%)	Ansible
4	1 (0.56%)	Docker Swarm
4	1 (0.56%)	Mesos
4	1 (0.56%)	StatsD

Vendors
1	18 (10.00%)	Oracle
2	13 (7.22%)	Google
3	7 (3.89%)	Tableau
4	5 (2.78%)	Salesforce.com
5	4 (2.22%)	Twitter
6	3 (1.67%)	Facebook
7	2 (1.11%)	Bloomberg
7	2 (1.11%)	Microsoft
8	1 (0.56%)	Splunk