Natural Language Toolkit (NLTK)
UK

The following table provides summary statistics for permanent job vacancies with a requirement for NLTK skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NLTK over the 6 months to 25 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
25 Apr 2024
Same period 2023 Same period 2022
Rank 889 966 1162
Rank change year-on-year +77 +196 -282
Permanent jobs citing NLTK 5 23 34
As % of all permanent jobs advertised in the UK 0.005% 0.022% 0.022%
As % of the Libraries, Frameworks & Software Standards category 0.024% 0.072% 0.055%
Number of salaries quoted 3 21 17
10th Percentile £45,850 - -
25th Percentile £46,000 £60,000 £52,500
Median annual salary (50th Percentile) £47,500 £70,000 £75,000
Median % change year-on-year -32.14% -6.67% -11.76%
75th Percentile £79,375 £115,000 £92,500
90th Percentile £97,750 - £107,500
UK excluding London median annual salary £47,500 - £58,750

All Software Libraries and Frameworks
UK

NLTK 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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 21,055 31,925 61,937
As % of all permanent jobs advertised in the UK 21.45% 30.36% 40.24%
Number of salaries quoted 15,740 19,553 30,311
10th Percentile £36,250 £41,227 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,500
Median % change year-on-year -11.11% +8.00% +13.64%
75th Percentile £80,000 £87,500 £82,500
90th Percentile £100,000 £106,250 £100,000
UK excluding London median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% +10.00%

NLTK
Job Vacancy Trend

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

Job vacancy trend for NLTK in the UK

NLTK
Salary Trend

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

Salary trend for NLTK in the UK

NLTK
Salary Histogram

Salary distribution for jobs citing NLTK over the 6 months to 25 April 2024.

Salary histogram for NLTK in the UK

NLTK
Top 4 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NLTK within the UK over the 6 months to 25 April 2024. 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
Jobs
England +92 5 £47,500 -32.14% 8
London +109 4 £78,250 +11.79% 3
UK excluding London +5 1 £47,500 - 5
South West - 1 £47,500 -

NLTK
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (60.00%) Apache Spark
2 2 (40.00%) Apache Airflow
Cloud Services
1 2 (40.00%) AWS
1 2 (40.00%) Azure
1 2 (40.00%) Azure DevOps
1 2 (40.00%) Azure Machine Learning
1 2 (40.00%) GCP
Communications & Networking
1 1 (20.00%) Internet
Database & Business Intelligence
1 3 (60.00%) PostgreSQL
2 2 (40.00%) Big Data
2 2 (40.00%) Data Mining
2 2 (40.00%) Hadoop
2 2 (40.00%) MongoDB
2 2 (40.00%) Neo4j
2 2 (40.00%) NoSQL
2 2 (40.00%) Text Mining
3 1 (20.00%) Geospatial Data
3 1 (20.00%) SQL Server
Development Applications
1 2 (40.00%) MLflow
1 2 (40.00%) Team Foundation Server
General
1 2 (40.00%) Social Skills
2 1 (20.00%) Law
Job Titles
1 3 (60.00%) Senior
2 2 (40.00%) Artificial Intelligence Engineer
3 1 (20.00%) Data Science Engineer
3 1 (20.00%) Data Scientist
3 1 (20.00%) Machine Learning Engineer
3 1 (20.00%) Process Engineer
3 1 (20.00%) Python Engineer
3 1 (20.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 5 (100.00%) SpaCy
2 3 (60.00%) Gensim
3 2 (40.00%) Django
3 2 (40.00%) FastAPI
3 2 (40.00%) Flask
3 2 (40.00%) ggplot
3 2 (40.00%) Kafka
3 2 (40.00%) Keras
3 2 (40.00%) Matplotlib
3 2 (40.00%) PyTorch
3 2 (40.00%) scikit-learn
3 2 (40.00%) TensorFlow
4 1 (20.00%) CoreNLP
4 1 (20.00%) Hugging Face
Miscellaneous
1 2 (40.00%) Algorithms
1 2 (40.00%) Social Network
2 1 (20.00%) Management Information System
Processes & Methodologies
1 5 (100.00%) Natural Language Processing
2 4 (80.00%) Computer Science
2 4 (80.00%) Data Science
2 4 (80.00%) Machine Learning
2 4 (80.00%) Mathematics
2 4 (80.00%) Statistics
3 3 (60.00%) Analytics
3 3 (60.00%) Artificial Intelligence
3 3 (60.00%) Mentoring
3 3 (60.00%) Random Forest
4 2 (40.00%) Computer Vision
4 2 (40.00%) Conversational UI
4 2 (40.00%) Convolutional Neural Network
4 2 (40.00%) DevOps
4 2 (40.00%) Microservices
4 2 (40.00%) Neural Network
4 2 (40.00%) Open Source
4 2 (40.00%) Problem-Solving
4 2 (40.00%) Support Vector Machines
4 2 (40.00%) Workflow
Programming Languages
1 5 (100.00%) Python
2 4 (80.00%) SQL
3 2 (40.00%) Java
3 2 (40.00%) R
4 1 (20.00%) C
4 1 (20.00%) C++
Qualifications
1 4 (80.00%) Degree
2 3 (60.00%) Master's Degree
2 3 (60.00%) PhD
Systems Management
1 2 (40.00%) Kubeflow