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Effectively visualizing survey data is essential for extracting meaningful insights and making informed decisions. Likert scale data, commonly used to gauge attitudes, opinions, or behaviors, is a popular choice for many types of surveys.
Whether you are assessing customer satisfaction, employee feedback, or educational outcomes, visualizing and presenting Likert scale data clearly and engagingly can significantly enhance understanding and communication.
In this blog, we will explore the process of preparing Likert scale data for visualization, discuss various visualization techniques, and highlight best practices to ensure your presentations are both accurate and impactful.
To visualize Likert scale data effectively, proper preparation is key. This involves several crucial steps: data collection, data cleaning, and data coding.
Start by gathering high-quality data through well-designed surveys. Ensure your Likert scale questions are clear and consistent throughout the survey.
Common Likert scales include 5-point Likert Scale and 7-point Likert Scale options, ranging from “Strongly Disagree” to “Strongly Agree.” Consistency in scale points is vital for accurate analysis.
After collecting your data, the next step is to clean it. This means checking for and addressing missing values, ensuring responses fall within the expected range, and correcting any obvious errors. Clean data is essential for reliable analysis and visualization.
To analyze Likert scale data, convert qualitative responses (e.g., “Strongly Agree”) into quantitative values (e.g., 5 for “Strongly Agree” down to 1 for “Strongly Disagree”). This coding process facilitates statistical analysis and easier visualization. Consistency in coding across your dataset is crucial for maintaining accuracy.
When it comes to presenting Likert scale data, selecting the appropriate visualization technique is crucial for effectively conveying your findings. Here’s a breakdown of some commonly used visualization techniques and their suitability for presenting Likert scale data:
First of all, you need to make your survey data as filled in the below table.
Tabular data for the Likert Scale Chart should include questions, scales, and responses.
For example, you asked, “How do you rate our product?” These are your questions and you used 2 Likert Scale. 1 for (Dissatisfy) and 2 (Satisfy). These 1 and 2 are your Scales. Suppose 34 people answered for 1 (Dissatisfy) and 45 people answered for 2 (Satisfy). So you got 34 responses for 1 and 45 responses for 2.
This is how you will create your data.
| Questions | Scale | Responses |
| How do you rate our product? | 1 | 34 |
| How do you rate our product? | 2 | 45 |
You have the survey data for cleaning services. You need the information to better optimize the services to suit your client’s needs. The questions included in the survey were:
In this guide, we will discuss 3, 5, 7, and 10 scales to create charts. Let’s begin.
If you have not installed ChartExpo Google Sheets Add-on, you can install it from here.
Here are a few details you need to know while creating a Likert Scale Chart in Google Sheets.
For every response specific scale is provided. Which will be required to draw the visualization. Let’s understand the scale in the “3 scales Likert Scale Chart”.
Prepare data for 3-scales Likert Scale Chart
Your data should be prepared as shown below.
| Questions | Scale | Responses |
| How do you rate our cleaning staff behavior? | 1 | 324 |
| How do you rate our cleaning staff behavior? | 2 | 176 |
| How do you rate our cleaning staff behavior? | 3 | 230 |
| How do you rate our cleaning services? | 1 | 138 |
| How do you rate our cleaning services? | 2 | 186 |
| How do you rate our cleaning services? | 3 | 176 |
| Will you recommend our services in your circle? | 1 | 0 |
| Will you recommend our services in your circle? | 2 | 138 |
| Will you recommend our services in your circle? | 3 | 186 |
Question Section will have a phrase whichever you used in your question.
The bar is divided into different sections and each section has its inner labels.
Stats is the overall scale or rating for your question and it is auto-calculated.
In the bar, you can see there are three different colors used, so the viewer can easily differentiate the responses. If you look into this mapping you will notice that
Scale 1 (Dissatisfy) is mapped on the red bar
Scale 2 (Neutral) is mapped on grey
Scale 3 (Satisfy) is mapped on green.
The width of each bar is calculated based on the response values.
There are a few properties that you need to know that can help you to change the aesthetic of this chart. These properties are explained in detail later in this guide. Click here to go directly to the properties section.
For every response specific scale is provided. Which will be required to draw the visualization. Let’s understand the scaling in the 5-scale Likert Scale Chart.
Prepare data for 5-scale Likert Scale Chart
Suppose you have data of 5-scale survey data for the same questions.
| Questions | Scale | Responses |
| How do you rate our cleaning staff behavior? | 1 | 35 |
| How do you rate our cleaning staff behavior? | 2 | 219 |
| How do you rate our cleaning staff behavior? | 3 | 146 |
| How do you rate our cleaning staff behavior? | 4 | 45 |
| How do you rate our cleaning staff behavior? | 5 | 193 |
| How do you rate our cleaning services? | 1 | 180 |
| How do you rate our cleaning services? | 2 | 204 |
| How do you rate our cleaning services? | 3 | 129 |
| How do you rate our cleaning services? | 4 | 193 |
| How do you rate our cleaning services? | 5 | 134 |
| Will you recommend our services in your circle? | 1 | 274 |
| Will you recommend our services in your circle? | 2 | 5 |
| Will you recommend our services in your circle? | 3 | 105 |
| Will you recommend our services in your circle? | 4 | 3 |
| Will you recommend our services in your circle? | 5 | 253 |
For every response specific scale is provided. Which will be required to draw the visualization. Let’s understand the scaling in the 7 scales Likert Scale Chart.
Prepare data for 7-scales Likert Scale Chart
Let’s make a Likert Scale Chart for 7 scales. For this, we will use an old example but will add more scales to it.
| Questions | Scale | Responses |
| How do you rate our cleaning staff behavior? | 1 | 247 |
| How do you rate our cleaning staff behavior? | 2 | 216 |
| How do you rate our cleaning staff behavior? | 3 | 23 |
| How do you rate our cleaning staff behavior? | 4 | 149 |
| How do you rate our cleaning staff behavior? | 5 | 196 |
| How do you rate our cleaning staff behavior? | 6 | 124 |
| How do you rate our cleaning staff behavior? | 7 | 80 |
| How do you rate our cleaning services? | 1 | 291 |
| How do you rate our cleaning services? | 2 | 252 |
| How do you rate our cleaning services? | 3 | 203 |
| How do you rate our cleaning services? | 4 | 179 |
| How do you rate our cleaning services? | 5 | 97 |
| How do you rate our cleaning services? | 6 | 292 |
| How do you rate our cleaning services? | 7 | 142 |
| Will you recommend our services in your circle? | 1 | 205 |
| Will you recommend our services in your circle? | 2 | 100 |
| Will you recommend our services in your circle? | 3 | 200 |
| Will you recommend our services in your circle? | 4 | 238 |
| Will you recommend our services in your circle? | 5 | 258 |
| Will you recommend our services in your circle? | 6 | 75 |
| Will you recommend our services in your circle? | 7 | 130 |
For every response specific scale is provided. Which will be required by the chart to draw the visualization. Let’s understand the scaling in the 10-point Likert Scale.
Prepare data for 10-scale Likert Scale Chart
| Questions | Scale | Responses |
| How do you rate our cleaning staff behavior? | 1 | 229 |
| How do you rate our cleaning staff behavior? | 2 | 76 |
| How do you rate our cleaning staff behavior? | 3 | 110 |
| How do you rate our cleaning staff behavior? | 4 | 50 |
| How do you rate our cleaning staff behavior? | 5 | 150 |
| How do you rate our cleaning staff behavior? | 6 | 167 |
| How do you rate our cleaning staff behavior? | 7 | 224 |
| How do you rate our cleaning staff behavior? | 8 | 170 |
| How do you rate our cleaning staff behavior? | 9 | 10 |
| How do you rate our cleaning staff behavior? | 10 | 147 |
| How do you rate our cleaning services? | 1 | 71 |
| How do you rate our cleaning services? | 2 | 73 |
| How do you rate our cleaning services? | 3 | 85 |
| How do you rate our cleaning services? | 4 | 238 |
| How do you rate our cleaning services? | 5 | 91 |
| How do you rate our cleaning services? | 6 | 152 |
| How do you rate our cleaning services? | 7 | 51 |
| How do you rate our cleaning services? | 8 | 18 |
| How do you rate our cleaning services? | 9 | 20 |
| How do you rate our cleaning services? | 10 | 148 |
| Will you recommend our services in your circle? | 1 | 233 |
| Will you recommend our services in your circle? | 2 | 46 |
| Will you recommend our services in your circle? | 3 | 144 |
| Will you recommend our services in your circle? | 4 | 246 |
| Will you recommend our services in your circle? | 5 | 129 |
| Will you recommend our services in your circle? | 6 | 126 |
| Will you recommend our services in your circle? | 7 | 234 |
| Will you recommend our services in your circle? | 8 | 228 |
| Will you recommend our services in your circle? | 9 | 182 |
| Will you recommend our services in your circle? | 10 | 190 |
Next, let’s see the “Question” section:
If you want to individually change the bar colors, click here to that section.
While presenting Likert scale data, researchers may encounter several common challenges that can impact the accuracy and interpretation of their findings. Here are some strategies for addressing these challenges:
Effective presentation of Likert scale data involves careful attention to clarity and comprehension. Here are some best practices to follow:
Ensure your visualizations are easy to read and interpret. Use clear labels and legends to explain what each part of the chart represents. Avoid clutter by focusing on the most critical data points and keeping your design straightforward.
Choose color schemes that enhance readability. Use distinct colors for different response categories, but avoid using too many colors, which can overwhelm viewers. Ensure your color choices are colorblind-friendly to make your charts accessible to a broader audience.
Providing context in your visualizations helps viewers understand the significance of the data. Use annotations to highlight key findings or trends. Including brief explanatory notes can offer valuable insights and guide the audience through your analysis.
When presenting Likert scale data, it is often useful to compare different groups or track changes over time. Use consistent scales and colors to facilitate comparisons. Highlight significant differences or trends to draw attention to important insights.
Balance detailed information with a high-level overview. While detailed charts can show granular data, summary charts or dashboards can provide an at-a-glance understanding. Use drill-down features or interactive elements if possible to allow viewers to explore the data at their own pace.
By adhering to these best practices, you can create visualizations that accurately represent your Likert scale data, engage your audience, and provide deeper insights.
The best way to present data from a Likert scale depends on various factors, including the nature of the data, the research objectives, and the preferences of the audience. However, here are some common methods for presenting Likert scale data effectively:
Presenting Likert scale data on a graph involves visualizing the distribution of responses across different categories or levels of agreement. The best way to present a Likert Scale on a graph is by using a Likert Scale Chart.
Visualizing and presenting Likert scale data effectively can transform raw survey results into meaningful insights. By properly preparing your data, choosing the right visualization techniques, and following best practices for presentation, you can create clear, engaging, and informative charts that highlight key trends and patterns.
Whether you’re using bar charts, heatmaps, or diverging stacked bar charts, the goal is to make your data easy to understand and actionable. Start applying these strategies today to enhance your data analysis and communication efforts, and unlock the full potential of your survey data.
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