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Course11010516061 lectures

Safety and Risk Analytics

Prof. Jhareswar Maiti · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

week-01

  1. Lecture 01 Introduction to Safety and Risk Management Video
  2. Lecture 02 : Hazard Triangle Video
  3. Lecture 03 : Safety Ontology Video
  4. Lecture 04 : Qualitative Risk Assessment Video
  5. Lecture 05: Quantitative Risk Assessment Video

week-02

  1. Lecture 06: Hazard and Risk Data - I Video
  2. Lecture 07: Hazard and Risk Data - II Video
  3. Lecture 08: Incident Investigation Data Video
  4. Lecture 09: Inspection and Audit Data Video
  5. Lecture 10: Behavioral and Organizational Safety Data Video

week-03

  1. Lecture 11: Data Dimensions and Information Quality Video
  2. Lecture 12: Missing Data Handling Video
  3. Lecture 13: Data Transformation – I Video
  4. Lecture 14: Data Transformation – II Video
  5. Lecture 15: Data Reduction – I Video
  6. Lecture 16: Data Reduction – II Video

week-04

  1. Lecture 17: Probability Distribution Video
  2. Lecture 18: Sample and Statistics Video
  3. Lecture 19: Safety Data Visualization Tools - I Video
  4. Lecture 20: Safety Data Visualization Tools - II Video
  5. Lecture 21: Safety Data Exploration Video

week-05

  1. Lecture 22: Leading and Lagging Indicators for Measuring Safety Performance Video
  2. Lecture 23: Control Charts for Safety Performance Evaluation and Monitoring Video
  3. Lecture 24: Safety Capability Analysis – I Video
  4. Lecture 25: Safety Capability Analysis – II Video

week-06

  1. Lecture 26: Safety Reports and Use of Text Analytics Video
  2. Lecture 27: Preprocessing of Text Data - I Video
  3. Lecture 28: Preprocessing of Text Data - II Video
  4. Lecture 29 : Document Classification using KNN Video
  5. Lecture 30 : Topic Modeling - Latent Dirichlet Allocation Video

week-07

  1. Lecture 31: Bow-Tie Construction Video
  2. Lecture 32 : Bow-Tie Quantification - I Video
  3. Lecture 33 : Bow - Tie Quantification - II : Accident Scenarios/Paths Video
  4. Lecture 34 : Bow - Tie Quantification III : Accident Path Quantification Video
  5. Lecture 35 : Bow - Tie Quantification - IV : Probabilistic Approach using Monte Carlo Simulation Video
  6. Lecture 36: Consequence Modeling and Risk Distribution Video

week-08

  1. Lecture 37: Introduction to Predictive Safety and Risk Analytics Video
  2. Lecture 38: Logistic Regression Video
  3. Lecture 39: Application of Logistic Regression Video
  4. Lecture 40: Classification and Regression Tree (CART) Video
  5. Lecture 41: Classification and Regression Tree (CART): Case Study Video

week-09

  1. Lecture 42: Support Vector Machine Video
  2. Lecture 43: Support Vector Machine (Contd.) Video
  3. Lecture 44: Application of Support Vector Machine Video
  4. Lecture 45: Association Rule Mining Video
  5. Lecture 46: Application of Association Rule Mining Video

week-10

  1. Lecture 47 : Statistical Measures of Safety Program Effectiveness - I Video
  2. Lecture 48: Statistical Measures of Safety Program Effectiveness - II Video
  3. Lecture 49 : Statistical Measures of Safety Program Effectiveness - III Video
  4. Lecture 50: Intervention Design Video

week-11

  1. Lecture 51: Risk Based Decision Making-I Video
  2. Lecture 52: Risk Based Decision Making-II Video
  3. Lecture 53: Risk Based Maintenance-I Video
  4. Lecture 54: Risk Based Maintenance-II Video

week-12

  1. Lecture 55: Introduction to Behavioral Safety Video
  2. Lecture 56: Behavioral Safety Data Collection and Preliminary Analysis Video
  3. Lecture 57: Causal Modelling - I Video
  4. Lecture 58: Causal Modelling - II : Application of Path Model Video
  5. Lecture 59: Injury Epidemiology Video
  6. Lecture 60: Occupational Safety, Health and Working Conditions Code, 2020 & ...... ........Analytics Video

Live Session

  1. Live Session 15-03-2022 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Management
Teacher
Prof. Jhareswar Maiti
Level
Undergraduate
Language
English
Subjects
Business and management
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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