Period
to 7 April 2020

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 7 April 2020 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
7 Apr 2020
Same period 2019 Same period 2018
Rank 681 793 860
Rank change year-on-year +112 +67 +173
Permanent jobs citing Pandas 300 325 367
As % of all permanent jobs advertised in the UK 0.26% 0.22% 0.21%
As % of the Libraries, Frameworks & Software Standards category 0.66% 0.55% 0.51%
Number of salaries quoted 244 297 313
Median annual salary £65,000 £65,000 £65,000
10th Percentile £47,500 £38,750 £45,000
90th Percentile £115,000 £115,000 £102,500
UK excluding London median annual salary £62,500 £52,500 £50,000
% change year-on-year +19.05% +5.00% +35.14%

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 45,365 58,560 72,551
As % of all permanent IT jobs advertised in the UK 39.34% 39.25% 40.68%
Number of salaries quoted 37,312 47,994 61,338
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £32,500 £31,250 £30,250
90th Percentile £90,000 £85,000 £79,000
UK excluding London median annual salary £47,500 £45,000 £43,500
% change year-on-year +5.56% +3.45% +2.35%

Pandas
Job Vacancy Trend

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

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

3-month moving average salary quoted in jobs citing Pandas.

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 7 April 2020.

Salary histogram for Pandas in the UK

Pandas
Top 15 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 7 April 2020. 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 +107 294 £65,000 -4.83% 32
London +68 236 £70,000 -3.45% 24
UK excluding London +122 59 £62,500 +19.05% 10
South East +101 19 £77,500 +55.00% 6
South West +42 15 £52,500 -4.55% 1
Work from Home +17 13 £52,500 -34.38% 3
East of England +68 12 £63,750 +15.91%
Midlands +41 5 £55,000 +12.82% 1
North of England +54 4 £34,500 -39.95%
West Midlands +50 4 £55,000 +48.65% 1
North West +33 3 £34,500 -39.95%
East Midlands +24 1 £37,500 -31.82%
Northern Ireland +18 1 £50,000 +17.65%
Scotland +18 1 - - 1
Yorkshire - 1 - -

For the 6 months to 7 April 2020, 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.

1 299 (99.67%) Python
2 210 (70.00%) NumPy
3 156 (52.00%) Machine Learning
4 151 (50.33%) Data Science
5 120 (40.00%) scikit-learn
6 114 (38.00%) AWS
7 112 (37.33%) SciPy
8 105 (35.00%) SQL
9 90 (30.00%) Analytics
10 89 (29.67%) Finance
11 70 (23.33%) TensorFlow
12 67 (22.33%) Degree
13 66 (22.00%) Algorithms
14 65 (21.67%) Agile Software Development
15 58 (19.33%) Artificial Intelligence
16 57 (19.00%) Java
17 56 (18.67%) Mathematics
18 54 (18.00%) Computer Science
19 53 (17.67%) GCP
19 53 (17.67%) Deep Learning
20 51 (17.00%) Big Data
21 48 (16.00%) R
22 47 (15.67%) Azure
22 47 (15.67%) Analytical Skills
23 46 (15.33%) Apache Spark
24 44 (14.67%) Statistics
25 43 (14.33%) Natural Language Processing
26 42 (14.00%) Keras
27 40 (13.33%) Jupyter
27 40 (13.33%) Visualisation

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 46 (15.33%) Apache Spark
2 40 (13.33%) Jupyter
3 17 (5.67%) Apache
4 15 (5.00%) Apache Airflow
5 12 (4.00%) Elasticsearch
6 8 (2.67%) IPython
7 6 (2.00%) Oracle Coherence
8 5 (1.67%) Tornado
9 4 (1.33%) Luigi
10 3 (1.00%) nginx
11 2 (0.67%) Confluence
12 1 (0.33%) Apache Pig
12 1 (0.33%) OpenStack
Applications
1 5 (1.67%) Microsoft Excel
2 4 (1.33%) Chatbot
3 1 (0.33%) GNU Octave
Business Applications
1 1 (0.33%) Tesseract
Cloud Services
1 114 (38.00%) AWS
2 53 (17.67%) GCP
3 47 (15.67%) Azure
4 35 (11.67%) Amazon S3
5 23 (7.67%) Serverless
6 21 (7.00%) Power Platform
7 18 (6.00%) AWS Lambda
8 16 (5.33%) Amazon SQS
9 13 (4.33%) Cloud Computing
10 12 (4.00%) GitHub
11 10 (3.33%) Amazon EC2
12 9 (3.00%) Amazon SageMaker
12 9 (3.00%) AWS Elastic Beanstalk
12 9 (3.00%) Virtual Private Cloud
13 8 (2.67%) Amazon ECS
14 6 (2.00%) Amazon Kinesis
15 5 (1.67%) Amazon EMR
15 5 (1.67%) SaaS
16 4 (1.33%) Amazon EKS
16 4 (1.33%) AWS Data Pipeline
Communications & Networking
1 6 (2.00%) HTTP
2 5 (1.67%) Internet
Database & Business Intelligence
1 51 (17.00%) Big Data
2 40 (13.33%) PostgreSQL
3 32 (10.67%) Hadoop
3 32 (10.67%) Relational Database
4 30 (10.00%) SQL Server
5 22 (7.33%) Amazon RDS
5 22 (7.33%) Amazon Redshift
6 21 (7.00%) Power BI
7 18 (6.00%) NoSQL
8 16 (5.33%) MongoDB
9 12 (4.00%) Apache Hive
9 12 (4.00%) Data Warehouse
10 11 (3.67%) BigQuery
10 11 (3.67%) KDB
11 10 (3.33%) SQL Server Reporting Services
12 9 (3.00%) Kdb+
13 8 (2.67%) Amazon DynamoDB
13 8 (2.67%) Cosmos DB
14 7 (2.33%) DB2
14 7 (2.33%) Impala
Development Applications
1 24 (8.00%) Git (software)
2 11 (3.67%) Subversion
3 10 (3.33%) CircleCI
4 9 (3.00%) Jenkins
5 8 (2.67%) JIRA
6 5 (1.67%) PyCharm
7 3 (1.00%) Selenium
7 3 (1.00%) Visual Studio
8 2 (0.67%) Bitbucket
8 2 (0.67%) Eclipse
8 2 (0.67%) Mercurial
8 2 (0.67%) Pylint
8 2 (0.67%) Redmine
8 2 (0.67%) RStudio
8 2 (0.67%) Sourcetree
8 2 (0.67%) Visual Studio Code
9 1 (0.33%) GoCD
9 1 (0.33%) Gradle
9 1 (0.33%) Maven
9 1 (0.33%) Visual Studio Team System
General
1 89 (29.67%) Finance
2 38 (12.67%) Front Office
3 30 (10.00%) Marketing
4 19 (6.33%) Banking
5 11 (3.67%) Billing
6 8 (2.67%) Games
7 7 (2.33%) Investment Banking
8 4 (1.33%) Legal
8 4 (1.33%) Retail
9 3 (1.00%) Advertising
10 2 (0.67%) Financial Institution
10 2 (0.67%) Manufacturing
10 2 (0.67%) Military
10 2 (0.67%) Telecoms
11 1 (0.33%) Aerospace
11 1 (0.33%) Publishing
Job Titles
1 103 (34.33%) Developer
2 94 (31.33%) Python Developer
3 82 (27.33%) Data Scientist
4 46 (15.33%) Data Engineer
5 41 (13.67%) Senior Data Scientist
6 26 (8.67%) Python Engineer
7 21 (7.00%) Senior Developer
7 21 (7.00%) Senior Python Developer
8 19 (6.33%) Architect
9 15 (5.00%) Django Developer
9 15 (5.00%) Python/Django Developer
10 14 (4.67%) Analyst
11 12 (4.00%) Software Engineer
12 11 (3.67%) Data Analyst
13 10 (3.33%) Data Architect
13 10 (3.33%) Junior
14 9 (3.00%) Analytics Developer
14 9 (3.00%) Front Office Developer
14 9 (3.00%) Junior Developer
15 8 (2.67%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 210 (70.00%) NumPy
2 120 (40.00%) scikit-learn
3 112 (37.33%) SciPy
4 70 (23.33%) TensorFlow
5 43 (14.33%) Natural Language Processing
6 42 (14.00%) Keras
7 37 (12.33%) Django
8 34 (11.33%) Web Services
9 31 (10.33%) Flask
10 30 (10.00%) PyTorch
11 28 (9.33%) React
12 17 (5.67%) Matplotlib
12 17 (5.67%) REST
13 15 (5.00%) Seaborn
14 13 (4.33%) Kafka
15 12 (4.00%) AngularJS
15 12 (4.00%) RESTful
16 10 (3.33%) Dask
17 9 (3.00%) PyMC3
18 7 (2.33%) ggplot
Miscellaneous
1 66 (22.00%) Algorithms
2 47 (15.67%) Analytical Skills
3 32 (10.67%) Data Structures
4 25 (8.33%) Hedge funds
5 19 (6.33%) Derivative
6 18 (6.00%) Fixed Income
7 17 (5.67%) Equities
8 11 (3.67%) Greenfield Project
9 10 (3.33%) User Experience
10 7 (2.33%) Self-Motivation
10 7 (2.33%) Social Media
11 6 (2.00%) Foreign Exchange (FX)
11 6 (2.00%) Reinsurance
12 5 (1.67%) Credit Risk
12 5 (1.67%) Industrial Internet of Things
12 5 (1.67%) Internet of Things
12 5 (1.67%) Management Information System
12 5 (1.67%) N-Tier
12 5 (1.67%) Private Cloud
13 4 (1.33%) Robotics
Operating Systems
1 31 (10.33%) Linux
2 7 (2.33%) VMS
3 4 (1.33%) Unix
4 3 (1.00%) Robot Operating System
5 1 (0.33%) Windows
Processes & Methodologies
1 156 (52.00%) Machine Learning
2 151 (50.33%) Data Science
3 90 (30.00%) Analytics
4 65 (21.67%) Agile Software Development
5 58 (19.33%) Artificial Intelligence
6 56 (18.67%) Mathematics
7 54 (18.00%) Computer Science
8 53 (17.67%) Deep Learning
9 44 (14.67%) Statistics
10 40 (13.33%) Visualisation
11 39 (13.00%) Test Automation
12 37 (12.33%) OO
12 37 (12.33%) Software Engineering
13 35 (11.67%) Business Intelligence
14 34 (11.33%) Predictive Modelling
15 33 (11.00%) Data Analysis
16 30 (10.00%) Asset Management
16 30 (10.00%) ETL
17 28 (9.33%) Data Engineering
18 27 (9.00%) Fintech
Programming Languages
1 299 (99.67%) Python
2 105 (35.00%) SQL
3 57 (19.00%) Java
4 48 (16.00%) R
5 27 (9.00%) Scala
6 26 (8.67%) JavaScript
7 20 (6.67%) C++
8 14 (4.67%) C#
9 12 (4.00%) Bash Shell
9 12 (4.00%) MATLAB
9 12 (4.00%) Rust
10 11 (3.67%) Julia
11 9 (3.00%) C
12 8 (2.67%) Go
13 6 (2.00%) Korn
14 5 (1.67%) PyPy
15 4 (1.33%) TypeScript
16 3 (1.00%) PowerShell
17 2 (0.67%) T-SQL
17 2 (0.67%) VBA
Qualifications
1 67 (22.33%) Degree
2 33 (11.00%) PhD
3 8 (2.67%) Numerate Degree
4 6 (2.00%) Computer Science Degree
4 6 (2.00%) Master's Degree
4 6 (2.00%) Security Cleared
4 6 (2.00%) TOGAF Certification
5 3 (1.00%) SC Cleared
6 1 (0.33%) Postgraduate
Quality Assurance & Compliance
1 5 (1.67%) Data Quality
2 4 (1.33%) QA
3 3 (1.00%) SLA
3 3 (1.00%) UCITS
4 2 (0.67%) IEC 62304
5 1 (0.33%) Dodd-Frank
5 1 (0.33%) EMIR
5 1 (0.33%) MiFID
System Software
1 36 (12.00%) Docker
2 1 (0.33%) Apache ZooKeeper
2 1 (0.33%) HDFS
Systems Management
1 35 (11.67%) Kubernetes
2 7 (2.33%) Terraform
3 3 (1.00%) Consul
3 3 (1.00%) Istio
3 3 (1.00%) linkerd
4 1 (0.33%) Docker Swarm
4 1 (0.33%) Hadoop YARN
Vendors
1 29 (9.67%) Google
2 21 (7.00%) Oracle
3 15 (5.00%) Microsoft
4 14 (4.67%) Tableau
5 10 (3.33%) Sybase
6 6 (2.00%) Cognos
6 6 (2.00%) EXASOL
6 6 (2.00%) MicroStrategy
6 6 (2.00%) Netezza
6 6 (2.00%) Teradata
7 4 (1.33%) Intapp
7 4 (1.33%) Sage
8 2 (0.67%) Cognizant
8 2 (0.67%) Splunk
9 1 (0.33%) Alteryx
9 1 (0.33%) Facebook
9 1 (0.33%) Instagram
9 1 (0.33%) Red Hat
9 1 (0.33%) Snapchat
9 1 (0.33%) Twitter