

{"id":59144,"date":"2018-07-05T23:26:46","date_gmt":"2018-07-06T06:26:46","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=59144"},"modified":"2023-08-18T06:46:34","modified_gmt":"2023-08-18T06:46:34","slug":"interval-data","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/interval-data\/","title":{"rendered":"Interval Data: Definition, Characteristics and Examples"},"content":{"rendered":"<h2><b>Interval Data: Definition?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Interval data, also called an integer, is defined as a data type which is measured along a scale, in which each point is placed at equal distance from one another. Interval data always appears in the form of numbers or numerical values where the distance between the two points is standardized and equal. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Interval data cannot be multiplied or divided, however, it can be added or subtracted. Interval data is measured on an <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/interval-scale\/\"><span style=\"font-weight: 400;\">interval scale<\/span><\/a><span style=\"font-weight: 400;\">. A simple example of interval data: The difference between 100 degrees Fahrenheit and 90 degrees Fahrenheit is the same as 60 degrees Fahrenheit and 70 degrees Fahrenheit. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">In <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-market-research\/\"><span style=\"font-weight: 400;\">market research<\/span><\/a><span style=\"font-weight: 400;\"> or in any other forms of social, economic or business research interval data plays a pivotal role. What makes interval data so popular and in-demand is because interval data supports almost all statistical test and transformations in obtaining <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-data\/\"><span style=\"font-weight: 400;\">quantitative data<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p style=\"text-align: center;\"><strong>LEARN ABOUT:\u00a0<\/strong><a href=\"https:\/\/www.questionpro.com\/blog\/how-to-test-market-demand-for-a-new-service\/\">Test Market Demand<\/a><\/p>\n<p><span style=\"font-weight: 400;\">Interval data has very distinctive attributes that make it distinct in comparison to <a href=\"https:\/\/www.questionpro.com\/blog\/nominal-data\/\">nominal data<\/a>, ordinal data or even ratio data. Interval data doesn\u2019t have a defined absolute zero point which is present in ratio data. The lack of absolute point zero makes comparisons of direct magnitudes impossible. For example, Object A is twice as large as Object B is not a possibility in interval data. <\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\">Learn more: <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/nominal-ordinal-interval-ratio\/\"><span style=\"font-weight: 400;\">Variable Measurement Scales- Nominal, Ordinal, Interval and Ratio.<\/span><\/a><\/p>\n<h3><b>Interval Data Analysis<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Since interval data is <a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-analysis\/\">quantitative analysis<\/a> data type almost all the methods used to analyze quantitative can be used. Here are a few examples:\u00a0\u00a0<\/span><\/p>\n<p><b>1. Trend analysis<\/b><\/p>\n<p><a href=\"https:\/\/www.questionpro.com\/features\/trend-analysis.html\"><span style=\"font-weight: 400;\">Trend analysis<\/span><\/a><span style=\"font-weight: 400;\"> is a popular interval data analysis technique, used to draw trends and insights by capturing survey data over a certain period of time. In other words, a trend analysis on interval data is conducted by capturing data using an interval scale survey in multiple iterations, using the same question.<\/span><\/p>\n<p><b>2. SWOT Analysis<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Analysis conducted to evaluate an organization\u2019s strengths, weaknesses, opportunities, and threats is called <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/swot-analysis-example\/\"><span style=\"font-weight: 400;\">SWOT analysis<\/span><\/a><span style=\"font-weight: 400;\"> and is widely used to evaluate interval data. Strengths and weaknesses are internal aspects of an organization while opportunities and threat are external to an organization. An organization can measure interval data to evaluate market competition as well as plan future marketing activities using the SWOT analysis results.<\/span><\/p>\n<p style=\"text-align: center;\"><em><strong>LEARN ABOUT:<\/strong> <a href=\"https:\/\/www.questionpro.com\/blog\/level-of-analysis\/\">Level of Analysis<\/a><\/em><\/p>\n<p><b>3. Conjoint Analysis <\/b><\/p>\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-conjoint-analysis\/\"><span style=\"font-weight: 400;\">Conjoint Analysis<\/span><\/a><span style=\"font-weight: 400;\"> is an advanced level market research technique usually implemented to analyze how individuals make complicated decisions in an interval scale. Which factors are important for customers before they make decisions where they have multiple options available at their disposal. <\/span><\/p>\n<p><b>4. TURF Analysis<\/b><\/p>\n<p><a href=\"https:\/\/www.questionpro.com\/article\/turf-analysis.html\"><span style=\"font-weight: 400;\">TURF analysis<\/span><\/a><span style=\"font-weight: 400;\"> stands for Totally Unduplicated Reach and Frequency analysis- is a method that allows a marketer to analyze the potential of market research for a combination of products and services. It evaluates the interval data of customers reached by a particular source of communication and its frequency. This analysis technique is used by researchers to understand whether a new product or service will be well-received in the target market or not. This <a href=\"https:\/\/www.questionpro.com\/blog\/unit-of-analysis\/\">unit of analysis<\/a> method was primarily used for designing media campaigns but has expanded to being used in product distribution and line analysis. <\/span><\/p>\n<p class=\"text-center\"><strong>Collect and Analyze Interval Data with Surveys<\/strong><\/p>\n<p class=\"text-center\"><a class=\"btn blogcta\" href=\"\/a\/showEntry.do\">Get Your Free Account Now<\/a><\/p>\n<h3><b>Key Characteristics of Interval Data<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Here are a few characteristics of Interval data: <\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Measurement: <\/b><span style=\"font-weight: 400;\">Interval data is measured using an interval scale, which not only shows the order and direction but also shows the exact difference in the value. For example, the markings on a thermometer or a ruler are equidistant, in simpler words they measure the same distance between the two markings. <\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Interval Difference: <\/b><span style=\"font-weight: 400;\">The distances between each value on interval data is equal. For example, the difference between 10 cm and 20 cms is the same as 20 cms and 30 cms.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Calculation:<\/b><span style=\"font-weight: 400;\"> In interval data, one can add or subtract values but cannot divide or multiply. Almost all <a href=\"https:\/\/www.questionpro.com\/blog\/statistical-analysis-methods\/\">statistical analysis<\/a> are applicable when calculating interval data, mean, mode, median etc. <\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Point Zero:<\/b><span style=\"font-weight: 400;\"> Absolute zero point is arbitrary, which means a variable can be measured even if it has a negative value like temperature can be -10 below zero but height cannot be below zero. <\/span><\/li>\n<\/ul>\n<h3><b>Interval Data Examples<\/b><\/h3>\n<p>1. One can measure time during the day using a 12-hour clock, this is a good example of interval data. Time in a 12-hour format is a rotational measure that keeps restarting from zero at set periodicity. These numbers are on an interval scale as the distance between them is measurable and comparable. For example, the difference between 5 minutes and 10 minutes is the same as 15 minutes and 20 minutes in a 12-hour clock.<\/p>\n<p>2. The temperature measured in Fahrenheit and Celsius but not in Kelvin. If you measure temperature in Fahrenheit and Celsius then it will be considered interval data as 0 is arbitrary. But in Kelvin, 0 is absolute. There can\u2019t be a temperature below zero degrees in Kelvin.<\/p>\n<p>3. When you calculate intelligence score in an IQ test. There is no zero point for IQ. According to psychological studies, a person cannot have zero intelligence, therefore in this example, zero is arbitrary. IQ is numeric data expressed in intervals using a fixed measurement scale.<\/p>\n<p>4. Test scores of examination like SAT. Scores in SAT test are in the range of 200-800. The numbers from 0 to 200 are not used when they scale the raw score (number of questions answered correctly) to the section score. The reference point is not an absolute zero, thus, it qualifies to become interval data.<\/p>\n<p>5. Age is also a variable that can be measured on an interval scale. For example if A is 15 years old and B is 20 years old, it not only clear than B is older than A, but B is elder to A by 5 years.<\/p>\n<p><span style=\"font-weight: 400;\"><strong>Interval data<\/strong> is one of the most used data types. Survey tools offer several ways to capture interval data. When a <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/surveys\/\"><span style=\"font-weight: 400;\">survey<\/span><\/a><span style=\"font-weight: 400;\"> is deployed to a respondent, with a certain <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/demographic-survey-questions\/\"><span style=\"font-weight: 400;\">demographic question<\/span><\/a><span style=\"font-weight: 400;\"> that asks respondents to state their income, these figures can range from zero to infinity! <\/span><\/p>\n<p><span style=\"font-weight: 400;\">For example:<\/span><\/p>\n<p><b>Please state your annual income<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Below $40,000<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">$40,000- $60,000<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">$60,000- $80,000<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">$80,000- $100,000<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Above $100,000<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Numerical data collected in this manner can be can be categorized into groups, in the above mentioned examples groups can based on the respondents annual income. People falling under same income category.<\/span><\/p>\n<p style=\"text-align: center;\"><em><strong>LEARN ABOUT:<\/strong> <a href=\"https:\/\/www.questionpro.com\/blog\/average-order-value\/\">Average Order Value<\/a><\/em><\/p>\n<p><span style=\"font-weight: 400;\">There are multiple <\/span><a href=\"https:\/\/www.questionpro.com\/article\/survey-question-answer-type.html\"><span style=\"font-weight: 400;\">survey question types <\/span><\/a><span style=\"font-weight: 400;\">which can be used to generate interval data. This data obtained is rich for insights but a researcher must think through carefully before deploying them in a survey. <\/span><\/p>\n<p class=\"text-center\"><strong>Collect and Analyze Interval Data with Surveys<\/strong><\/p>\n<p class=\"text-center\"><a class=\"btn blogcta\" href=\"\/a\/showEntry.do\">Get Your Free Account Now<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Interval Data: Definition? Interval data, also called an integer, is defined as a data type which is measured along a [&hellip;]<\/p>\n","protected":false},"author":86,"featured_media":59147,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[203],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Interval Data: Definition, Characteristics and Examples<\/title>\n<meta name=\"description\" content=\"Interval data also called as integer, is defined as a data type which is measured along a scale, in which each is placed at equal distance from one another. 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