Sankey charts, also known as flow diagrams or precedence diagrams, are a powerful and visually appealing tool for visualizing data flow in a structured and intuitive manner. These charts have gained significant traction in recent years, particularly in industries where complex processes or dependencies need to be understood, such as business analysis, data science, and engineering. By visually representing the distribution and transformation of information, Sankey charts unlock the power of data storytelling, making it easier to identify patterns, measure impact, and make informed decisions.
Introduction
A Sankey chart, born from the work of William Playfair in the early 19th century, is composed of interconnected links or “nodes” that represent different stages or components in a process. Each node has a prescribed volume or quantity, and the flow of data between them signifies the movement or transformation that occurs. The unique design of these charts, with thin arrows connecting the nodes, allows individuals to see the net change in quantities without the clutter of multiple lines or points.
Benefits of Sankey Charts
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Clear Visualization: Sankey charts provide a clear, top-down visualization of data flow, which is essential for understanding dependencies and the flow of resources. This is particularly useful when multiple processes interact, as it shows how inputs turn into outputs in a structured way.
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Impact Measurement: By highlighting each step in the process, Sankey charts enable users to easily identify where resources are concentrated, lost or gained. This can be crucial for identifying bottlenecks, areas for improvement, and understanding the overall impact of various factors.
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Comparison and Comparative Analysis: With multiple Sankey diagrams side by side, it’s straightforward to compare different scenarios or processes, making it easier to understand differences in resource allocation and performance.
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Effort and Time Tracking: In project management or manufacturing processes, Sankey charts can help track the duration, effort, or resources required for each phase, providing valuable insights for time management and resource allocation.
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Storytelling: The visual appeal of Sankey charts can enhance data storytelling. They help convey complex processes in a more graspable format, making it easier for stakeholders to understand the data and take appropriate actions.
Creating Sankey Charts
Step 1: Identify the Data: Decide on what process or system you want to visualize. This could be a supply chain, workflow, financial transaction, or any other situation where data flow is essential.
Step 2: Determine Node Definitions: Identify the key stages (nodes) and their associated quantities, flows, or resources. Make a list of inputs, outputs, and any internal changes to be represented.
Step 3: Choose a Tool: Popular charting tools, like Tableau, PowerBI, or Google Charts, offer built-in Sankey chart options. Alternatively, you can create a custom Sankey diagram using a programming language like Python with libraries like Plotly or Seaborn.
Step 4: Design the Chart: Arrange nodes side by side, with arrows showing the direction and magnitude of the flow. Each arrow should be labeled with a quantity to provide context.
Step 5: Adjust for readability: Ensure the sankey chart is large enough to accommodate the data, and pay attention to the label size, colors, and orientation to enhance readability.
Step 6: Add Interactivity (optional): If appropriate for your use case, add interactive features such as hovering over nodes to view detailed information or the ability to filter flows.
Applications of Sankey Charts
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Process Management: Sankey charts are widely used in manufacturing, logistics, and supply chains to visualize the movement of goods, services, or materials.
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Project Planning: In construction, business, and software development, Sankey charts help plan project timelines, track resources, and assess the impact of different scenarios.
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Finance and Investment: In financial modeling, Sankey charts can simplify financial transactions, showing how funds flow between different entities or accounts.
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Healthcare and Resource Allocation: In healthcare, Sankey charts can illustrate patient pathways, identify bottlenecks, and measure resource utilization in hospitals.
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Education: Teachers and researchers can use Sankeys to show the learning process or the flow of information in an educational model.
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**Policy Analysis`: Public administrators can use Sankey charts to represent policy implications, such as the distribution of funding across government programs.
In conclusion, Sankey charts are a versatile and powerful tool that can unlock the power of data storytelling by visually representing complex data flows. By leveraging their ability to highlight impact, measure change, and facilitate comprehension, these charts become essential in presenting information and making informed decisions across a range of industries. As data visualization increasingly becomes a cornerstone of modern decision-making, Sankey charts are poised to continue their rise as a preferred chart type.
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