2026-10-14T13:03:12Z https://data.mendeley.com/oai

oai:data.mendeley.com/7p9k4yzp72.1 2024-05-22T19:38:22Z

Benedict, Sunil Maria Analysing Gender Differences in Multitasking: A Data Simulation Approach Mendeley Data Understanding the data model. 1. Libraries and Setup: • The script starts by importing two essential Python libraries: numpy and matplotlib.pyplot. • numpy: Used for numerical operations and data generation. • matplotlib.pyplot: Used for creating visualizations. 2. Aspects of Multitasking: • The script defines three key aspects of multitasking: • Task Switching Speed: How quickly an individual can switch between tasks. • Attention Allocation: How effectively an individual can allocate their attention to multiple tasks. • Task Completion Time: The time it takes to complete tasks. 3. Data Simulation: • The script generates simulated data for 50 individuals (both women and men) for each multitasking aspect. • For Task Switching Speed and Attention Allocation, the performance scores are simulated using a normal distribution with: • Mean of 0.8 and standard deviation of 0.1 for women. • Mean of 0.6 and standard deviation of 0.1 for men. • For Task Completion Time, the performance scores are simulated using a normal distribution with: • Mean of 10 and standard deviation of 2 for women. • Mean of 12 and standard deviation of 2 for men. • These simulated values are stored in dictionaries women_data and men_data. 4. Visualization: • The script creates histograms to compare the distribution of performance scores for women and men across each multitasking aspect. • Each histogram is plotted with: • bins=20 for better granularity. • alpha=0.5 to set the transparency of the bars. • color='red' for women and color='blue' for men. • Titles, labels, legends, and grids are added for clarity. Analytical Insights The simulated data and resulting histograms offer several insights into the comparative performance of women and men in multitasking: 1. Task Switching Speed: • Women: The histogram is centered around a higher mean (0.8), suggesting that women generally have better task switching speed. • Men: The histogram is centered around a lower mean (0.6), indicating relatively slower task switching speed compared to women. • Interpretation: The distribution shows that women, on average, switch tasks more quickly than men. 2. Attention Allocation: • Women: The data follows a similar trend with a mean of 0.8, showing effective attention allocation. • Men: With a mean of 0.6, men display less efficiency in attention allocation. • Interpretation: Women tend to allocate their attention more effectively across multiple tasks. 3. Task Completion Time: • Women: The mean task completion time is 10 units, with most data points clustered around this value. • Men: The mean is higher at 12 units, indicating longer task completion times. • Interpretation: Women, on average, complete tasks faster than men, reflecting higher efficiency in task completion. Psychology Women's Studies Innovation Career Development of Women Career Psychology Dataset doi:10.17632/7p9k4yzp72.1 oai:data.mendeley.com/7p9k4yzp72.1 Creative Commons Attribution 4.0 International http://creativecommons.org/licenses/by/4.0 https://data.mendeley.com/datasets/7p9k4yzp72 2024-05-22T19:38:22Z