{"id":3708,"date":"2024-07-30T18:06:16","date_gmt":"2024-07-30T12:36:16","guid":{"rendered":"https:\/\/www.42signals.com\/?p=3708"},"modified":"2025-04-22T16:40:42","modified_gmt":"2025-04-22T11:10:42","slug":"positive-vs-negative-sentiment-analysis","status":"publish","type":"post","link":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/","title":{"rendered":"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #d23369;color:#d23369\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #d23369;color:#d23369\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#What_is_Customer_Sentiment\" >What is Customer Sentiment?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#How_to_Assess_Positive_vs_Negative_Sentiment\" >How to Assess Positive vs Negative Sentiment?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#1_Positive_Customer_Sentiment\" >1. Positive Customer Sentiment<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#2_Negative_Customer_Sentiment\" >2. Negative Customer Sentiment<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#Why_is_Sentiment_Analysis_Important\" >Why is Sentiment Analysis Important?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Improved_Customer_Experience\" >\u2022 Improved Customer Experience&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Brand_Reputation_Management\" >\u2022 Brand Reputation Management<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Product_Development\" >\u2022 Product Development<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Competitive_Advantage\" >\u2022 Competitive Advantage&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Customer_Retention\" >\u2022 Customer Retention<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#Leveraging_42Signals_for_Accurate_Sentiment_Analysis\" >Leveraging 42Signals for Accurate Sentiment Analysis<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Data_Collection\" >\u2022 Data Collection<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Monitor_Mentions_Across_Channels\" >\u2022 Monitor Mentions Across Channels<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Sentiment_Analysis\" >\u2022 Sentiment Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Trend_Analysis\" >\u2022 Trend Analysis<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#How_to_Leverage_Customer_Sentiment_with_42Signals\" >How to Leverage Customer Sentiment with 42Signals?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Enhancing_Customer_Experience\" >\u2022 Enhancing Customer Experience<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Tailoring_Marketing_Strategies\" >\u2022 Tailoring Marketing Strategies<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Informing_Product_Development\" >\u2022 Informing Product Development<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Identify_Trends_and_Patterns\" >\u2022 Identify Trends and Patterns<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Measure_Performance_Over_Time\" >\u2022 Measure Performance Over Time<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Engage_Meaningfully\" >\u2022 Engage Meaningfully<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Allocate_Resources_Wisely\" >\u2022 Allocate Resources Wisely<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Competitive_Benchmarking\" >\u2022 Competitive Benchmarking<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#%E2%80%A2_Crisis_Management\" >\u2022 Crisis Management<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>Positive vs negative sentiment analysis offers unique insights that can drive strategic decisions, enhance customer satisfaction, and boost brand loyalty. With advanced tools like 42Signals, businesses can efficiently <a href=\"https:\/\/www.42signals.com\/blog\/measuring-customer-sentiment-what-it-is-tools-and-techniques\/\">analyze and leverage customer sentiment<\/a> to stay ahead of the curve. This article delves into the importance of customer sentiment, how to analyze it, and the ways 42Signals can help you leverage these insights.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-customer-sentiment\"><span class=\"ez-toc-section\" id=\"What_is_Customer_Sentiment\"><\/span>What is Customer Sentiment?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Customer sentiment refers to the emotions and opinions expressed by customers about a brand, product, or service. These sentiments can be broadly categorized into positive, negative, and neutral. Positive sentiment indicates customer satisfaction and loyalty, while negative sentiment points to dissatisfaction and potential churn. Neutral sentiment often provides a balanced view, highlighting strengths and improvement areas.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-assess-positive-vs-negative-sentiment\"><span class=\"ez-toc-section\" id=\"How_to_Assess_Positive_vs_Negative_Sentiment\"><\/span>How to Assess Positive vs Negative Sentiment?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-positive-customer-sentiment\"><span class=\"ez-toc-section\" id=\"1_Positive_Customer_Sentiment\"><\/span>1. <strong>Positive Customer Sentiment<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Positive customer sentiment indicates that a customer has had a favorable experience with a brand, product, or service. When customers express positive sentiments, they are more likely to become repeat customers, recommend the brand to others, and leave positive reviews online.<\/p>\n\n\n\n<p>By identifying and analyzing these positive sentiments, businesses can gain valuable insights into what works well and replicate those successes across their offerings. With 42Signals, businesses can <a href=\"https:\/\/www.42signals.com\/blog\/share-of-discussion-most-famous-samsung-phone-in-2023\/\">track positive mentions<\/a>, analyze customer feedback, identify key themes, and monitor social media conversations to stay informed about their positive reputation.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1024x1024.png\" alt=\"positive vs negative sentiment\" class=\"wp-image-3709\" srcset=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1024x1024.png 1024w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-300x300.png 300w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-150x150.png 150w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-768x768.png 768w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-negative-customer-sentiment\"><span class=\"ez-toc-section\" id=\"2_Negative_Customer_Sentiment\"><\/span>2. <strong>Negative Customer Sentiment<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Negative customer sentiment signifies dissatisfaction or disappointment with a brand, product, or service. While no business wants to deal with unhappy customers, negative sentiments provide essential opportunities for growth and improvement.<\/p>\n\n\n\n<p>By addressing these issues promptly and effectively, businesses demonstrate their commitment to providing excellent customer experiences and building trust with their audience. Using 42Signals, companies can detect negative mentions early, categorize complaints by topic, measure the impact of improvements, and respond quickly to mitigate damage. This proactive approach helps maintain a healthy brand image and fosters long-term customer relationships.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1-1024x1024.png\" alt=\"positive vs negative sentiment\" class=\"wp-image-3710\" srcset=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1-1024x1024.png 1024w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1-300x300.png 300w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1-150x150.png 150w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1-768x768.png 768w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-1.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-is-sentiment-analysis-important\"><span class=\"ez-toc-section\" id=\"Why_is_Sentiment_Analysis_Important\"><\/span>Why is Sentiment Analysis Important?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-improved-customer-experience-nbsp\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Improved_Customer_Experience\"><\/span>\u2022 Improved Customer Experience&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Understanding customer sentiment helps businesses address pain points and enhance customer satisfaction.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-brand-reputation-management\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Brand_Reputation_Management\"><\/span>\u2022 Brand Reputation Management<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Monitoring sentiment allows companies to address negative feedback and <a href=\"https:\/\/www.42signals.com\/blog\/brand-reputation-management-strategies\/\">protect their brand image<\/a> promptly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-product-development\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Product_Development\"><\/span>\u2022 Product Development<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Insights from sentiment analysis can guide product improvements and innovations.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-competitive-advantage-nbsp\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Competitive_Advantage\"><\/span>\u2022 Competitive Advantage&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Knowing what customers like or dislike about competitors can inform strategic decisions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-customer-retention\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Customer_Retention\"><\/span>\u2022 Customer Retention<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Identifying and resolving issues that lead to negative sentiment can reduce customer churn.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-leveraging-42signals-for-accurate-sentiment-analysis\"><span class=\"ez-toc-section\" id=\"Leveraging_42Signals_for_Accurate_Sentiment_Analysis\"><\/span>Leveraging 42Signals for Accurate Sentiment Analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>42Signals offers a comprehensive solution for <a href=\"https:\/\/www.42signals.com\/consumer-sentiment-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">sentiment analysis<\/a>, utilizing advanced algorithms and machine learning to process vast amounts of customer data. Here\u2019s how you can analyze customer sentiment using 42Signals:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-collection\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Data_Collection\"><\/span>\u2022 Data Collection<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Aggregate customer feedback from various sources, including social media, review sites, surveys, and customer support interactions. This multi-channel approach ensures a holistic view of customer sentiment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-monitor-mentions-across-channels\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Monitor_Mentions_Across_Channels\"><\/span>\u2022 Monitor Mentions Across Channels<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Keep tabs on all relevant channels, including social media platforms, review sites, blogs, and forums. This holistic monitoring ensures that you capture as many customer opinions as possible, allowing for a more accurate representation of your brand&#8217;s standing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-sentiment-analysis\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Sentiment_Analysis\"><\/span>\u2022 Sentiment Analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Using natural language processing (NLP), <a href=\"https:\/\/www.42signals.com\/voice-of-customer-analytics\/\">42Signals<\/a> analyzes the collected data to detect positive, negative, and neutral sentiments. The tool identifies key phrases and emotions, providing a nuanced understanding of customer opinions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-trend-analysis\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Trend_Analysis\"><\/span>\u2022 Trend Analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The platform tracks sentiment trends, highlighting changes in customer perception. This feature is crucial for understanding the effectiveness of marketing campaigns, product launches, and customer service initiatives.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-leverage-customer-sentiment-with-42signals\"><span class=\"ez-toc-section\" id=\"How_to_Leverage_Customer_Sentiment_with_42Signals\"><\/span>How to Leverage Customer Sentiment with 42Signals?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2-1024x1024.png\" alt=\"How to Leverage Customer Sentiment with 42Signals\" class=\"wp-image-3711\" srcset=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2-1024x1024.png 1024w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2-300x300.png 300w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2-150x150.png 150w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2-768x768.png 768w, https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/42S_-Sentiment-Positive-vs-Negative_-30072024-2.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Once sentiment data is analyzed, businesses can leverage these insights in several ways:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-enhancing-customer-experience\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Enhancing_Customer_Experience\"><\/span>\u2022 Enhancing Customer Experience<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Identify common themes in positive feedback to understand what customers love about your brand. Use this information to reinforce these strengths across all touchpoints. Conversely, address recurring issues highlighted in negative feedback to <a href=\"https:\/\/www.42signals.com\/blog\/improve-customer-satisfaction-using-review-monitoring\/\">improve overall customer satisfaction<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-tailoring-marketing-strategies\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Tailoring_Marketing_Strategies\"><\/span>\u2022 Tailoring Marketing Strategies<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Use <a href=\"https:\/\/www.42signals.com\/blog\/customer-sentiment-analysis-to-improve-customer-experience\/\">sentiment analysis<\/a> to refine marketing messages. Positive sentiments can be highlighted in promotional content, while negative sentiments can guide more targeted and empathetic communication to address concerns.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-informing-product-development\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Informing_Product_Development\"><\/span>\u2022 Informing Product Development<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Feedback from sentiment analysis can direct <a href=\"https:\/\/www.42signals.com\/blog\/boost-sales-using-consumer-insights\/\">product development and innovations<\/a>. By understanding what features customers appreciate or dislike, businesses can prioritize development efforts that align with customer needs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-identify-trends-and-patterns\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Identify_Trends_and_Patterns\"><\/span>\u2022 Identify Trends and Patterns<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Regularly examine data trends within your positive and negative sentiments. Look for recurring topics, common pain points, and emerging patterns to inform strategic decision-making.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-measure-performance-over-time\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Measure_Performance_Over_Time\"><\/span>\u2022 Measure Performance Over Time<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Track your progress over time by comparing sentiment metrics from different periods. Observe changes in customer perceptions after implementing new strategies or releasing updated products.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-engage-meaningfully\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Engage_Meaningfully\"><\/span>\u2022 Engage Meaningfully<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Respond thoughtfully and constructively to both <a href=\"https:\/\/www.42signals.com\/blog\/leveraging-customer-reviews-and-feedback-for-product-innovation-in-e-commerce\/\">positive and negative feedback<\/a>. Show appreciation for positive comments and address concerns raised in critical remarks. Remember, every interaction presents an opportunity to strengthen your relationship with your customers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-allocate-resources-wisely\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Allocate_Resources_Wisely\"><\/span>\u2022 Allocate Resources Wisely<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Based on your sentiment analysis findings, allocate resources accordingly. Invest more heavily in areas driving positive sentiments and dedicate efforts toward resolving issues causing negative ones.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-competitive-benchmarking\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Competitive_Benchmarking\"><\/span>\u2022 Competitive Benchmarking<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>42Signals allows businesses to compare their sentiment scores with competitors. This <a href=\"https:\/\/www.42signals.com\/blog\/unveiling-the-voice-of-customer-analytics-and-competitor-benchmarking\/\">competitor benchmarking<\/a> provides valuable insights into market positioning and areas for differentiation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-crisis-management\"><span class=\"ez-toc-section\" id=\"%E2%80%A2_Crisis_Management\"><\/span>\u2022 Crisis Management<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Real-time sentiment analysis enables quick identification of potential PR crises. By promptly addressing negative sentiments, businesses can mitigate damage and maintain customer trust.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Positive vs negative sentiment analysis is vital for any modern business seeking to understand its customers better and make data-driven decisions. By harnessing the power of positive and negative customer sentiments through 42Signals, brands can uncover actionable insights, nurture loyal advocates, rectify shortcomings, and ultimately propel themselves forward in today&#8217;s competitive marketplace.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.42signals.com\/schedule-demo\/\">Schedule a demo<\/a> to know more.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Positive vs negative sentiment analysis offers unique insights that can drive strategic decisions, enhance customer satisfaction, and boost brand loyalty. With advanced tools like 42Signals, businesses can efficiently analyze and leverage customer sentiment to stay ahead of the curve. This article delves into the importance of customer sentiment, how to analyze it, and the ways [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":3712,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[36],"tags":[],"class_list":["post-3708","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-infographics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Mastering Positive vs Negative Sentiment Analysis using 42Signals<\/title>\n<meta name=\"description\" content=\"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals\" \/>\n<meta property=\"og:description\" content=\"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"42 Signals\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-30T12:36:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-22T11:10:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png\" \/>\n\t<meta property=\"og:image:width\" content=\"760\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Bhagyashree Sanzgiri\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Bhagyashree Sanzgiri\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\"},\"author\":{\"name\":\"Bhagyashree Sanzgiri\",\"@id\":\"https:\/\/www.42signals.com\/#\/schema\/person\/0f09c3ad08231a33b9d177474ba12e98\"},\"headline\":\"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals\",\"datePublished\":\"2024-07-30T12:36:16+00:00\",\"dateModified\":\"2025-04-22T11:10:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\"},\"wordCount\":931,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.42signals.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png\",\"articleSection\":[\"Infographics\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\",\"url\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\",\"name\":\"Mastering Positive vs Negative Sentiment Analysis using 42Signals\",\"isPartOf\":{\"@id\":\"https:\/\/www.42signals.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png\",\"datePublished\":\"2024-07-30T12:36:16+00:00\",\"dateModified\":\"2025-04-22T11:10:42+00:00\",\"description\":\"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage\",\"url\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png\",\"contentUrl\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png\",\"width\":760,\"height\":400,\"caption\":\"Positive and Negative Sentiment Analysis Using 42Signals\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.42signals.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.42signals.com\/#website\",\"url\":\"https:\/\/www.42signals.com\/\",\"name\":\"42 Signals\",\"description\":\"Get real-time insights on stock level, market trends, promotions, and discounts\",\"publisher\":{\"@id\":\"https:\/\/www.42signals.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.42signals.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.42signals.com\/#organization\",\"name\":\"42 Signals\",\"url\":\"https:\/\/www.42signals.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.42signals.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2022\/09\/Site-Logo-text-1.webp\",\"contentUrl\":\"https:\/\/www.42signals.com\/wp-content\/uploads\/2022\/09\/Site-Logo-text-1.webp\",\"width\":236,\"height\":34,\"caption\":\"42 Signals\"},\"image\":{\"@id\":\"https:\/\/www.42signals.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.42signals.com\/#\/schema\/person\/0f09c3ad08231a33b9d177474ba12e98\",\"name\":\"Bhagyashree Sanzgiri\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.42signals.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/752c0f4d031dd1df4ce03f8494cd5da1baf032c69b97cae8fecb5286b83dc222?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/752c0f4d031dd1df4ce03f8494cd5da1baf032c69b97cae8fecb5286b83dc222?s=96&d=mm&r=g\",\"caption\":\"Bhagyashree Sanzgiri\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Mastering Positive vs Negative Sentiment Analysis using 42Signals","description":"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/","og_locale":"en_US","og_type":"article","og_title":"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals","og_description":"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.","og_url":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/","og_site_name":"42 Signals","article_published_time":"2024-07-30T12:36:16+00:00","article_modified_time":"2025-04-22T11:10:42+00:00","og_image":[{"width":760,"height":400,"url":"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png","type":"image\/png"}],"author":"Bhagyashree Sanzgiri","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Bhagyashree Sanzgiri","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#article","isPartOf":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/"},"author":{"name":"Bhagyashree Sanzgiri","@id":"https:\/\/www.42signals.com\/#\/schema\/person\/0f09c3ad08231a33b9d177474ba12e98"},"headline":"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals","datePublished":"2024-07-30T12:36:16+00:00","dateModified":"2025-04-22T11:10:42+00:00","mainEntityOfPage":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/"},"wordCount":931,"commentCount":0,"publisher":{"@id":"https:\/\/www.42signals.com\/#organization"},"image":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage"},"thumbnailUrl":"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png","articleSection":["Infographics"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/","url":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/","name":"Mastering Positive vs Negative Sentiment Analysis using 42Signals","isPartOf":{"@id":"https:\/\/www.42signals.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage"},"image":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage"},"thumbnailUrl":"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png","datePublished":"2024-07-30T12:36:16+00:00","dateModified":"2025-04-22T11:10:42+00:00","description":"Explore strategies for analyzing positive vs negative sentiments with 42Signals. Improve customer experience and strengthen your brand with actionable insights.","breadcrumb":{"@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#primaryimage","url":"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png","contentUrl":"https:\/\/www.42signals.com\/wp-content\/uploads\/2024\/07\/Dark-Yellow-for-Light-Elements-6.png","width":760,"height":400,"caption":"Positive and Negative Sentiment Analysis Using 42Signals"},{"@type":"BreadcrumbList","@id":"https:\/\/www.42signals.com\/blog\/positive-vs-negative-sentiment-analysis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.42signals.com\/"},{"@type":"ListItem","position":2,"name":"Positive vs Negative Sentiments: How to Analyze &amp; Leverage it with 42Signals"}]},{"@type":"WebSite","@id":"https:\/\/www.42signals.com\/#website","url":"https:\/\/www.42signals.com\/","name":"42 Signals","description":"Get real-time insights on stock level, market trends, promotions, and discounts","publisher":{"@id":"https:\/\/www.42signals.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.42signals.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.42signals.com\/#organization","name":"42 Signals","url":"https:\/\/www.42signals.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.42signals.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.42signals.com\/wp-content\/uploads\/2022\/09\/Site-Logo-text-1.webp","contentUrl":"https:\/\/www.42signals.com\/wp-content\/uploads\/2022\/09\/Site-Logo-text-1.webp","width":236,"height":34,"caption":"42 Signals"},"image":{"@id":"https:\/\/www.42signals.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.42signals.com\/#\/schema\/person\/0f09c3ad08231a33b9d177474ba12e98","name":"Bhagyashree Sanzgiri","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.42signals.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/752c0f4d031dd1df4ce03f8494cd5da1baf032c69b97cae8fecb5286b83dc222?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/752c0f4d031dd1df4ce03f8494cd5da1baf032c69b97cae8fecb5286b83dc222?s=96&d=mm&r=g","caption":"Bhagyashree Sanzgiri"}}]}},"_links":{"self":[{"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/posts\/3708","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/comments?post=3708"}],"version-history":[{"count":0,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/posts\/3708\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/media\/3712"}],"wp:attachment":[{"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/media?parent=3708"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/categories?post=3708"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.42signals.com\/wp-json\/wp\/v2\/tags?post=3708"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}