{"id":2952,"date":"2021-12-25T15:55:29","date_gmt":"2021-12-25T15:55:29","guid":{"rendered":"http:\/\/beeeye.com\/?p=2952"},"modified":"2022-01-31T10:22:26","modified_gmt":"2022-01-31T10:22:26","slug":"decision-engine-adding-business-logic-to-models","status":"publish","type":"post","link":"http:\/\/beeeye.com\/decision-engine-adding-business-logic-to-models\/","title":{"rendered":"Decision Engine: Adding business logic to models"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:calc( 100% + 0px );margin-left: calc(-0px \/ 2 );margin-right: calc(-0px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\"><h1>BeeEye Blog<\/h1>\n<\/div><div class=\"fusion-text fusion-text-2\"><h2>Decision Engine: Adding business logic to models<\/h2>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start\" style=\"width:calc( 100% + 0px ) !important;max-width:calc( 100% + 0px ) !important;margin-left: calc(-0px \/ 2 );margin-right: calc(-0px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-3\"><p>Posted by Assaf Binstock<\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-nested-column-0{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-nested-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 0px;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 0px;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-nested-column-0{width:50% !important;order : 0;}.fusion-builder-nested-column-0 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-nested-column-0{width:100% !important;order : 0;}.fusion-builder-nested-column-0 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-4\"><p>on 2021-12-25 15:55:29<\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-nested-column-1{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-nested-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px 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10px;}.fusion-builder-nested-column-2 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 0px;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 0px;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-nested-column-2{width:100% !important;order : 0;}.fusion-builder-nested-column-2 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-nested-column-2{width:100% !important;order : 0;}.fusion-builder-nested-column-2 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}<\/style><\/div><\/div><div ><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"2560\" height=\"1707\" title=\"decisions-blog-scaled\" src=\"http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1.jpg\" class=\"img-responsive wp-image-3071\" srcset=\"http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1-200x133.jpg 200w, http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1-400x267.jpg 400w, http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1-600x400.jpg 600w, http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1-800x533.jpg 800w, http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1-1200x800.jpg 1200w, http:\/\/beeeye.com\/wp-content\/uploads\/2021\/01\/decisions-blog-scaled-1.jpg 2560w\" sizes=\"(max-width: 640px) 100vw, 2560px\" \/><\/span><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 0px;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 0px;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-5\"><p><span style=\"color: var(--h2_typography-color); font-family: var(--h2_typography-font-family); font-size: var(--h2_typography-font-size); font-style: var(--h2_typography-font-style,normal); font-weight: var(--h2_typography-font-weight); letter-spacing: var(--h2_typography-letter-spacing); background-color: rgba(255, 255, 255, 0);\">Introducing a new decision engine feature on the EyeOnRisk to ensure you get the right answers for your organization<\/span><\/p>\n<p>Every business is unique. This is the reason you have a team focused on building models that fit your organization: They consider business goals. They consider your business environment and regulations. They consider your customer journey and products. They  consider the model management platform you work with. And they must consider your organization\u2019s unique business logic and policies.<\/p>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Why is business logic crucial in modelling?<\/b><\/h3>\n<p>Infusing your model with business logic via a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Business_rules_engine\">\u201cdecision engine\u201d<\/a> allows you to include and exclude specific data. It lets you hard-code rules that will affect the model even when the data changes Sometimes, it\u2019s because the data is too volatile. Other times, it has to do with the organizations\u2019 policy and strategy. Young companies who have yet to acquire enough data to train predictive models based on machine learning can also benefit from rule-based systems\/models. <em> <\/em><\/p>\n<p><em>If you own a young company with a need for a full solution - <a href=\"http:\/\/beeeye.com\/contact\/\">contacts us now<\/a>.<\/em><\/p>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Automating the decision engine: A new feature on the EyeOnRisk<\/b><\/h3>\n<p>After years of providing a unique platform for developing predictive models for risk, we are excited to announce a new feature in our<a href=\"http:\/\/beeeye.com\/solution\/\"> EyeOnRisk<\/a> version 2.0. A built-in Decision Engine provides an easy, intuitive way to develop rule based logic in a no-code environment. The Decision Engine, and the underlying new component called \u201cRule Set\u201d is a fundamental part of our solution and will allow you to deploy a FULL SOLUTION for scoring.<\/p>\n<p>As a fundamental part of the system, the Rule Sets and Decision Engine is tightly woven into the entire platform. It follows a full flow (or many flows) and is used in deployments. The inputs and outputs for a Rule Set are monitored and registered in the system for easy access and analysis.<\/p>\n<p><em>If you\u2019ve been waiting for the perfect decision engine  - <a href=\"http:\/\/beeeye.com\/contact\/\">contacts us<\/a> now.<\/em><\/p>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Technical Introduction to Decision Engine<\/b><\/h3>\n<p>A Decision Engine is a business logic implementation layer which allows full control on the decision process governing your models. The platform provides a highly customizable decision engine which allows us to build the most accurate business logic for your business.<\/p>\n<p>In the platform, the actual implementation of business logic is done with the design of a component called \u201cRule Set\u201d. You may have as many Rule Sets as you wish in the system. <\/p>\n<p>A Rule Set is a series of business logic rules which allows you to implement any type of logic required by your use-case. For example, in the credit-risk use case, the Rule Set may implement things like:<\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Hard rules (e.g., no loans for under 25 years of age)<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Govern the threshold over the PD<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">The allowed loan amount limits<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">General loan limits<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">And many more<\/li>\n<\/ul>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Building a Rule Set<\/b><\/h3>\n<p>Implementing a Rule Set is easy and done through the Decision Engine module of the system.<\/p>\n<p>Rule Set may have as many statements as you like. Each statement is a stage in the business logic implementation. All the statements in a Rule Set, together, calculate the entire set of decisions needed to be taken for a given record which is run through the system. As other elements in the EyeOnRisk platform, defining Rule Set statements is a breeze. The intuitive UI will walk you through the process and will allow you to create and test your business logic in minutes.<\/p>\n<h5 data-fontsize=\"21\" data-lineheight=\"31.5px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:21; line-height: 1.5; --minFontSize:21;\">Here you can see the rule setting screen from the platform: This is a statement of a single rule set.<\/h5>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Attached Flows<\/b><\/h3>\n<p>You will usually create a Rule Set in conjunction to a certain model or models. Models are created in the scope of a flow. This way your business logic is \u201crunning\u201d and using the result of a previously defined model. A Rule Set can use as many flows as needed. This means you can combine a set of flows developed for various populations into a unified model using the business logic.<\/p>\n<h3 data-fontsize=\"26\" data-lineheight=\"29.9px\" class=\"fusion-responsive-typography-calculated\" style=\"--fontSize:26; line-height: 1.15; --minFontSize:26;\"><b>Testing a Rule Set<\/b><\/h3>\n<p>It\u2019s very important to test the Rule Set and see it running using test data before proceeding. The platform provides a convenient way to test the Rule Set in action. You can use an external file and load it, or use an existing flow as source of data or manually provide a record of data points.<\/p>\n<p>The combination of a Decision Engine together with the easiest model development platform out there, gives you a unique opportunity to revolutionize your model development processes. These unique times call for new methods, improved performance and better processes.<\/p>\n<p>Take the EyeOnRisk platform for a trial today. <a href=\"http:\/\/beeeye.com\/contact\/\">Contact us<\/a> to schedule a demo.<\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-1{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 0px;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 0px;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-1{width:100% !important;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-1{width:100% !important;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 0px;margin-left : 0px;}}<\/style><\/div><\/div><style 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