data_​and_​society_​project2

<p><strong>Stress at Work – Comparing Self-Employed and Corporate Workers</strong></p><p>This workflow is all about exploring an important question: <em>"Do self-employed individuals experience more occupational stress than those working in corporate environments?"</em> Using a dataset .....</p><p></p><p><strong>Data Cleaning</strong></p><p>We focus on the most important columns, like <em>Occupation</em>, <em>Growing_Stress</em>, <em>Coping_Struggles</em>, and <em>Mental_Health_History</em>.</p><p>Any missing or incomplete information removed so our analysis stays reliable.</p><p>People are grouped into two categories: <em>self-employed</em> and <em>corporate employees</em> to make comparisons easy.</p><p><strong>Understanding the Data</strong></p><p>How does stress differ between the two groups? Are there any obvious patterns or surprises?</p><p>What factors—like mental health history or struggles with coping—seem connected to stress levels?</p><p>Do these trends vary depending on where someone lives? For example, is stress higher in one country than another?</p><p><strong>Testing the Hypothesis</strong></p><p>We compare the average stress levels between the two groups to see if one group experience more stress than other.</p><p>We also check for links between stress and other factors, like struggled with coping.</p><p><strong>Visualizing the Results</strong></p><p>Bar charts and box plots show how stress levels differ between the two groups.</p><p>Heatmaps highlight patterns in how people cope with stress.</p><p>Maps help us see stress trends across different countries.</p>