Period
to 19 August 2019

The following table provides summary statistics for permanent job vacancies with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 19 August 2019 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
19 Aug 2019
Same period 2018 Same period 2017
Rank 697 768 1036
Rank change year-on-year +71 +268 +118
Permanent jobs citing Pandas 423 430 179
As % of all permanent IT jobs advertised in the UK 0.30% 0.25% 0.10%
As % of the Libraries, Frameworks & Software Standards category 0.80% 0.63% 0.25%
Number of salaries quoted 369 355 147
UK median annual salary £68,300 £70,000 £65,000
Median salary % change year-on-year -2.43% +7.69% -3.70%
10th Percentile £43,750 £42,500 £38,250
90th Percentile £115,000 £112,500 £110,000
UK excluding London median annual salary £57,454 £55,000 £43,750
% change year-on-year +4.46% +25.71% +45.83%

Pandas is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 53,134 67,808 71,773
As % of all permanent IT jobs advertised in the UK 37.46% 40.12% 40.51%
Number of salaries quoted 43,705 56,243 59,732
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,500 £31,250 £29,000
90th Percentile £87,500 £82,500 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

Pandas
Job Vacancy Trend

Job postings citing Pandas as a percentage of all IT jobs advertised.

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

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

Salary trend for Pandas in the UK

Pandas
Salary Histogram

The salary distribution of IT jobs citing Pandas over the 6 months to 19 August 2019.

Salary histogram for Pandas in the UK

Pandas
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 19 August 2019. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +87 396 £69,500 -0.71% 46
London +85 326 £75,000 - 39
UK excluding London +52 92 £57,454 +4.46% 14
South East +21 33 £60,000 +14.29%
South West +5 20 £52,500 +5.00% 3
Scotland +4 14 £57,454 -11.61% 5
Wales +18 9 £40,000 +23.08% 2
North of England +26 8 £57,454 -4.24% 2
North West +15 7 £57,454 -4.24% 1
Midlands - 5 £60,000 -
East of England +72 4 £62,500 - 2
East Midlands - 3 £75,000 -
Yorkshire - 2 £52,500 - 1
West Midlands - 2 £48,500 -

For the 6 months to 19 August 2019, IT jobs citing Pandas also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for Pandas.

1 422 (99.76%) Python
2 287 (67.85%) Data Science
3 264 (62.41%) NumPy
4 249 (58.87%) Machine Learning
5 195 (46.10%) scikit-learn
6 160 (37.83%) Amazon AWS
7 152 (35.93%) Algorithms
8 147 (34.75%) SQL
9 143 (33.81%) Artificial Intelligence
10 134 (31.68%) Software Engineering
10 134 (31.68%) Agile Software Development
11 132 (31.21%) Java
11 132 (31.21%) Apache Spark
12 130 (30.73%) Analytics
13 121 (28.61%) Big Data
14 113 (26.71%) SciPy
15 107 (25.30%) Finance
16 92 (21.75%) Docker
17 90 (21.28%) TensorFlow
17 90 (21.28%) Hadoop
18 82 (19.39%) Git (software)
19 81 (19.15%) R
20 79 (18.68%) Keras
21 77 (18.20%) Scala
21 77 (18.20%) Mathematics
22 76 (17.97%) NoSQL
23 75 (17.73%) MongoDB
24 74 (17.49%) Computer Science
25 70 (16.55%) Deep Learning
26 68 (16.08%) Natural Language Processing

Pandas
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
1 132 (31.21%) Apache Spark
2 25 (5.91%) Jupyter
3 22 (5.20%) Apache Airflow
3 22 (5.20%) Elasticsearch
3 22 (5.20%) Hyperledger
4 21 (4.96%) Apache
5 13 (3.07%) Tornado
6 9 (2.13%) IPython
7 8 (1.89%) Luigi
8 7 (1.65%) Confluence
9 6 (1.42%) Apache Pig
10 2 (0.47%) ArcGIS
10 2 (0.47%) SAS
11 1 (0.24%) nginx
11 1 (0.24%) OpenStack
Applications
1 4 (0.95%) GNU Octave
2 1 (0.24%) Chatbot
2 1 (0.24%) Weka
Business Applications
1 1 (0.24%) PolarLake
Cloud Services
1 160 (37.83%) Amazon AWS
2 62 (14.66%) Microsoft Azure
3 57 (13.48%) Amazon S3
3 57 (13.48%) AWS Lambda
3 57 (13.48%) Serverless
4 49 (11.58%) Amazon SQS
5 37 (8.75%) Google Cloud Platform
6 36 (8.51%) Amazon ECS
7 31 (7.33%) AWS Fargate
8 11 (2.60%) Power Platform
9 10 (2.36%) SaaS
10 6 (1.42%) Cloud Computing
10 6 (1.42%) PaaS
11 5 (1.18%) Amazon EC2
12 3 (0.71%) Amazon EMR
12 3 (0.71%) Amazon Kinesis
12 3 (0.71%) AWS CloudFormation
13 2 (0.47%) GitHub
13 2 (0.47%) Google Analytics
14 1 (0.24%) AWS Data Pipeline
Communications & Networking
1 4 (0.95%) FTP
1 4 (0.95%) HTTP
1 4 (0.95%) SNMP
1 4 (0.95%) SSH
2 2 (0.47%) SSL
3 1 (0.24%) Cisco IOS
3 1 (0.24%) Internet
3 1 (0.24%) Kerberos
Database & Business Intelligence
1 121 (28.61%) Big Data
2 90 (21.28%) Hadoop
3 76 (17.97%) NoSQL
4 75 (17.73%) MongoDB
5 38 (8.98%) Apache Cassandra
6 35 (8.27%) Amazon Athena
7 31 (7.33%) PostgreSQL
8 28 (6.62%) Relational Database
9 23 (5.44%) Blockchain
10 21 (4.96%) Amazon RDS
11 19 (4.49%) Apache Hive
11 19 (4.49%) Presto
12 18 (4.26%) SQL Server
13 16 (3.78%) Data Mining
14 15 (3.55%) Amazon Redshift
15 13 (3.07%) Data Warehouse
15 13 (3.07%) MySQL
16 11 (2.60%) Data Lake
16 11 (2.60%) Power BI
16 11 (2.60%) RDBMS
Development Applications
1 82 (19.39%) Git (software)
2 29 (6.86%) Jenkins
3 26 (6.15%) Bitbucket
4 16 (3.78%) GitLab
5 15 (3.55%) Artifactory
6 12 (2.84%) JIRA
6 12 (2.84%) Subversion
7 7 (1.65%) Selenium
8 6 (1.42%) LabVIEW
9 5 (1.18%) GoCD
9 5 (1.18%) Mercurial
9 5 (1.18%) Travis CI
10 4 (0.95%) Visual Studio Team System
11 2 (0.47%) Sonatype Nexus
12 1 (0.24%) Gradle
12 1 (0.24%) PyCharm
12 1 (0.24%) Redmine
12 1 (0.24%) RStudio
12 1 (0.24%) Visual Studio
12 1 (0.24%) Visual Studio Code
General
1 107 (25.30%) Finance
2 43 (10.17%) Marketing
3 38 (8.98%) Banking
4 25 (5.91%) Law
4 25 (5.91%) Retail
5 23 (5.44%) Front Office
6 20 (4.73%) Billing
7 17 (4.02%) Public Sector
8 8 (1.89%) Electronics
8 8 (1.89%) Games
8 8 (1.89%) Telecoms
9 5 (1.18%) Aerospace
9 5 (1.18%) Manufacturing
9 5 (1.18%) Military
10 4 (0.95%) Pharmaceutical
11 3 (0.71%) Financial Institution
12 2 (0.47%) Automotive
12 2 (0.47%) Corporate Banking
12 2 (0.47%) Publishing
13 1 (0.24%) Advertising
Job Titles
1 130 (30.73%) Data Scientist
2 123 (29.08%) Developer
3 106 (25.06%) Python Developer
4 96 (22.70%) Data Engineer
5 47 (11.11%) Python Engineer
6 41 (9.69%) Senior Data Scientist
7 36 (8.51%) Software Engineer
8 32 (7.57%) Senior Data Engineer
9 22 (5.20%) AWS Engineer
10 16 (3.78%) Machine Learning Engineer
11 14 (3.31%) Python Developer - Fintech
12 13 (3.07%) Senior Developer
13 12 (2.84%) Analyst
13 12 (2.84%) Data Manager
13 12 (2.84%) Junior
13 12 (2.84%) Machine Learning Scientist
13 12 (2.84%) Senior Python Developer
13 12 (2.84%) Senior Software Engineer
14 11 (2.60%) Big Data Engineer
15 10 (2.36%) Data Analyst
Libraries, Frameworks & Software Standards
1 264 (62.41%) NumPy
2 195 (46.10%) scikit-learn
3 113 (26.71%) SciPy
4 90 (21.28%) TensorFlow
5 79 (18.68%) Keras
6 68 (16.08%) Natural Language Processing
6 68 (16.08%) Web Services
7 64 (15.13%) Flask
8 48 (11.35%) Matplotlib
9 42 (9.93%) PySpark
10 33 (7.80%) pytest
11 32 (7.57%) RESTful
12 31 (7.33%) Django
12 31 (7.33%) Kafka
13 27 (6.38%) Spring
14 26 (6.15%) Akka
14 26 (6.15%) Spring Cloud
15 25 (5.91%) OAuth
16 23 (5.44%) Swagger
17 22 (5.20%) SAML
Miscellaneous
1 152 (35.93%) Algorithms
2 53 (12.53%) Analytical Skills
3 45 (10.64%) Data Structures
4 36 (8.51%) Robotics
5 31 (7.33%) Public Cloud
6 30 (7.09%) Private Cloud
7 25 (5.91%) Fixed Income
8 22 (5.20%) Derivative
9 20 (4.73%) Equities
10 19 (4.49%) Linux Command Line
11 18 (4.26%) Foreign Exchange (FX)
12 16 (3.78%) Greenfield Project
13 12 (2.84%) Social Media
14 10 (2.36%) Hedge funds
15 7 (1.65%) Credit Risk
15 7 (1.65%) Internet of Things
16 6 (1.42%) Cloud Native
16 6 (1.42%) Driving Licence
16 6 (1.42%) Industrial Internet of Things
16 6 (1.42%) Self-Motivation
Operating Systems
1 56 (13.24%) Linux
2 30 (7.09%) Unix
3 2 (0.47%) Robot Operating System
4 1 (0.24%) Windows
4 1 (0.24%) Windows 7
4 1 (0.24%) Windows Server
4 1 (0.24%) Windows Server 2012
Processes & Methodologies
1 287 (67.85%) Data Science
2 249 (58.87%) Machine Learning
3 143 (33.81%) Artificial Intelligence
4 134 (31.68%) Agile Software Development
4 134 (31.68%) Software Engineering
5 130 (30.73%) Analytics
6 77 (18.20%) Mathematics
7 74 (17.49%) Computer Science
8 70 (16.55%) Deep Learning
9 57 (13.48%) Statistics
10 52 (12.29%) Microservices
10 52 (12.29%) Visualisation
11 51 (12.06%) DevOps
12 45 (10.64%) Data Analysis
12 45 (10.64%) Open Source
13 44 (10.40%) Business Intelligence
13 44 (10.40%) Fintech
13 44 (10.40%) Problem-Solving
14 43 (10.17%) Data Analytics
15 40 (9.46%) Bayesian Methods
Programming Languages
1 422 (99.76%) Python
2 147 (34.75%) SQL
3 132 (31.21%) Java
4 81 (19.15%) R
5 77 (18.20%) Scala
6 53 (12.53%) C++
7 43 (10.17%) JavaScript
8 42 (9.93%) C#
9 17 (4.02%) C
10 16 (3.78%) TypeScript
11 14 (3.31%) MATLAB
12 12 (2.84%) Perl
13 10 (2.36%) Go
14 8 (1.89%) Shell Script
15 7 (1.65%) Bash Shell
16 6 (1.42%) Ruby
17 5 (1.18%) Clojure
18 4 (0.95%) Cypher
19 3 (0.71%) Erlang
19 3 (0.71%) ES6
Qualifications
1 54 (12.77%) Degree
2 51 (12.06%) PhD
3 25 (5.91%) Security Cleared
4 16 (3.78%) Master's Degree
5 13 (3.07%) AWS Certification
6 11 (2.60%) Computer Science Degree
7 10 (2.36%) SC Cleared
8 7 (1.65%) Numerate Degree
9 2 (0.47%) Postgraduate
Quality Assurance & Compliance
1 9 (2.13%) QA
2 6 (1.42%) Data Quality
System Software
1 92 (21.75%) Docker
2 5 (1.18%) Apache Flume
3 3 (0.71%) Apache ZooKeeper
3 3 (0.71%) etcd
4 1 (0.24%) HDFS
Systems Management
1 66 (15.60%) Kubernetes
2 37 (8.75%) Terraform
3 15 (3.55%) Consul
4 8 (1.89%) Ansible
5 3 (0.71%) Rancher
6 2 (0.47%) Prometheus
7 1 (0.24%) Hadoop YARN
7 1 (0.24%) Icinga
7 1 (0.24%) Kibana
7 1 (0.24%) logstash
7 1 (0.24%) Opscode Chef
Vendors
1 37 (8.75%) Google
2 15 (3.55%) Microsoft
2 15 (3.55%) Tableau
3 9 (2.13%) EXASOL
3 9 (2.13%) MicroStrategy
3 9 (2.13%) Splunk
4 6 (1.42%) Databricks
5 4 (0.95%) Oracle
5 4 (0.95%) SAP
6 3 (0.71%) IBM
6 3 (0.71%) Rackspace
7 2 (0.47%) Cognos
7 2 (0.47%) Facebook
8 1 (0.24%) Adobe
8 1 (0.24%) Bloomberg
8 1 (0.24%) Cisco
8 1 (0.24%) ESRI
8 1 (0.24%) Netezza
8 1 (0.24%) Teradata
8 1 (0.24%) Twitter