{"id":68502,"date":"2022-12-29T20:30:02","date_gmt":"2022-12-29T20:30:02","guid":{"rendered":"https:\/\/one.sightlinemg.com\/marinecorpstimes\/uncategorized\/2022\/12\/29\/new-data-model-predicts-how-deployments-affect-future-readiness\/"},"modified":"2026-08-08T14:36:53","modified_gmt":"2026-08-08T14:36:53","slug":"new-data-model-predicts-how-deployments-affect-future-readiness","status":"publish","type":"post","link":"https:\/\/one.sightlinemg.com\/marinecorpstimes\/news\/your-marine-corps\/2022\/12\/29\/new-data-model-predicts-how-deployments-affect-future-readiness\/","title":{"rendered":"New data model predicts how deployments affect future readiness"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">When it\u2019s time to make a decision about <a href=\"https:\/\/www.militarytimes.com\/news\/your-military\/2022\/11\/01\/most-troops-deployed-for-ukraine-response-still-in-europe\/\" target=\"_blank\">sending a ground unit to Europe<\/a> or an<a href=\"https:\/\/www.airforcetimes.com\/news\/your-air-force\/2022\/10\/28\/a-10-warthogs-to-brush-up-on-maritime-combat-in-pacific-deployment\/\" target=\"_blank\"> aviation squadron to the Indo-Pacific<\/a>, it can take the Pentagon weeks to gather information from hundreds of databases to see how those movements will affect long-term readiness.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That might not be the case for much longer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Readiness Decision Impact Model, in development at the Defense Department\u2019s readiness office, can take a question such as, \u201cHow will extending a squadron\u2019s deployment now affect its maintenance in two years?\u201d and in minutes pull from multiple databases to create an impact estimate that can be used to inform senior leader decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cA lot of decision making is currently based on siloed information, and it\u2019s limited in terms of how we can project what those impacts are,\u201d Kimberly Jackson, DoD\u2019s deputy assistant secretary for force readiness, told Military Times in a Dec. 19 interview. \u201cSo, it goes from being something pretty well informed and discrete in the near term, to it getting harder to predict.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"\/wp-content\/uploads\/2026\/08\/RDIM-Decision-Support-Process_Military-Times_23-DEC-2022.png.png\" alt=\"\" class=\"wp-image-107196\" srcset=\"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/RDIM-Decision-Support-Process_Military-Times_23-DEC-2022.png.png 960w, https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/RDIM-Decision-Support-Process_Military-Times_23-DEC-2022.png.png?resize=300,225 300w, https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/RDIM-Decision-Support-Process_Military-Times_23-DEC-2022.png.png?resize=768,576 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><figcaption class=\"wp-element-caption\">Flow chart shows how the Readiness Decision Impact Model turns raw data into assessments to support decision making. (Defense Department)<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Generally, readiness impacts can be predicted in the current budget year, but beyond that, there hasn\u2019t been an algorithm that can calculate all of the cascading effects of an operational decision.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cWe have data siloed all over the department. We have so much data, it\u2019s not even appropriate to call it a data lake \u2014 it\u2019s an absolute data ocean,\u201d Jackson said. \u201cBut how do you make it connect? And how do you design the model so that you can actually make sense of it? Because data \u2014 if it\u2019s not utilized in a model, if it\u2019s not applied, does it actually mean anything?\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The tool originated in the Marine Corps, as the service was putting together its<a href=\"https:\/\/www.marinecorpstimes.com\/news\/your-marine-corps\/2022\/11\/22\/marine-3-star-myth-busts-notions-about-force-design-2030\/\" target=\"_blank\"> Force Design 2030<\/a> concept, an overhaul of equipment and personnel needs with an eye toward the next fight. With support from Deputy Defense Secretary Kathleen Hicks, the Pentagon is looking to use it department-wide.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Something like the RDIM might have come in handy, for instance, during the process to modernize the Marine Corps\u2019 infantry battalion design.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When issues came up with the original plan, the service put together an integrated product team to suggest changes. The RDIM, meanwhile, could have modeled the effects of the original plan and avoided the need for mid-effort changes.<\/p>\n\n\n\t<aside class=\"smg-interstitial-link wp-block-smg-interstitial-link\">\n\t\t<a href=\"https:\/\/one.sightlinemg.com\/marinecorpstimes\/news\/your-marine-corps\/2022\/05\/12\/dispersed-more-lethal-what-marine-infantry-battalion-experiments-have-shown-so-far\/\" class=\"smg-interstitial-link__inner\">\n\t\t\t\t\t\t\t<div class=\"smg-interstitial-link__media\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/7162513.jpg.jpg?w=300\" class=\"smg-interstitial-link__image wp-post-image\" alt=\"\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"smg-interstitial-link__content\">\n\t\t\t\t<span class=\"smg-interstitial-link__kicker\">Related<\/span>\n\t\t\t\t<h3 class=\"smg-interstitial-link__title\">Dispersed, more lethal: What Marine infantry battalion experiments have shown so far<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"smg-interstitial-link__excerpt\">Infantry battalions will be more distributed than ever before, and that will be the new normal.<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/a>\n\t<\/aside>\n\t\n\n\n<h2 class=\"wp-block-heading\"><b>Redefining readiness<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Marine Corps Commandant Gen. David Berger, along with Air Force Chief of Staff Gen. CQ Brown, wrote about the need for a new definition of readiness in a piece for <a href=\"https:\/\/warontherocks.com\/2021\/03\/redefine-readiness-or-lose\/\" target=\"_blank\">War on the Rocks<\/a> in 2021.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cOur argument is simple: The joint force requires a holistic, rigorous, and analytical framework to assess readiness properly,\u201d they wrote. \u201cOver past decades, readiness has become synonymous with \u2018availability\u2019; \u2014 largely a measure of military units available for immediate deployment and ready to \u2018fight tonight\u2019 \u2014 while \u2018capability\u2019 took on a lesser role in the calculation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cPerhaps appropriate for an earlier era, this framework for readiness is poorly suited to an environment characterized by great-power competition. It largely ignores the capabilities of these \u2018ready\u2019 forces and begs the question, ready for what?\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The RDIM hopes to answer that question. While a unit may be in garrison and technically available to deploy, an impact model might show that they are slightly behind on maintenance and training from a previous deployment, and that another rotation would yield a bigger gap to close once redeployed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cAnd this is part of a broader conversation about how should we be thinking about and measuring readiness writ large; just because a unit has completed its training program of instruction &#8230; doesn\u2019t necessarily mean that they are fit to accomplish the mission,\u201d Jackson said. \u201cAnd it could be vice versa as well. They could have lower readiness ratings, but they\u2019re actually very, very able and capable to accomplish the mission.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With that in mind, Jackson added, there are plans to use RDIM to look at specific types of readiness, including at the personnel level.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cSo, as an example, one thing that we\u2019re very interested in is, what\u2019s the relationship between unit readiness, sexual harassment, sexual assault and unit cohesion?\u201d she said. \u201cAnd what\u2019s the relationship between unit cohesion and readiness? Because you know that if a unit goes out to conduct its mission, and you have a high level of cohesion, we all know in our gut that they\u2019re likely going to be able to accomplish their mission in a more effective or more efficient manner than a unit that isn\u2019t cohesive, but we don\u2019t have the data that backs that up.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Training is perhaps the biggest challenge to quantify, because there is so much variation in the quality of training. Still, it is one category Jackson hopes RDIM can eventually tackle.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For now, the plan is to have a solid aviation maintenance model ready and able to create assessments for senior leaders in the spring. Eventually, Jackson hopes an RDIM assessment will be a regular part of all DoD decision making.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cI think not only is that our vision, but I believe that that\u2019s reflective of the support that we have gotten from the deputy [defense secretary],\u201d she said. \u201cAdditionally, every senior-level conversation I\u2019m in, somebody is asking for [a tool like] the RDIM, even if they\u2019re not calling it the RDIM.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Which is not to say that a computer model will be the deciding factor. It can, however, help personnel make better decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Many times, politics or ethics are priorities when deciding whether to deploy troops, but the RDIM can give senior leaders a heads-up on what other actions might be needed to prevent readiness gaps in the long term.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cThe RDIM might not change a decision, but it will give a better understanding of mitigation actions and potential trade-offs,\u201d Jackson said.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What if you could predict the effects of one deployment three years into the future?<\/p>\n","protected":false},"author":7,"featured_media":81290,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_yoast_wpseo_canonical":"","_acf":"","_yoast_wpseo_primary_category":69,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","_smg_distribution_targets":[]},"categories":[101,23,93,12,25,69],"tags":[],"coauthors":[3315],"class_list":["post-68502","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-daily-news-roundup","category-home","category-middle-column","category-news","category-newsletters","category-your-marine-corps"],"acf":{"subheadline":"","legacy_arc_id":"PFQF5INVOVH4DAUFA7DOU5RLBQ","arc_canonical_url":"\/news\/your-military\/2022\/12\/29\/new-data-model-predicts-how-deployments-affect-future-readiness\/","remove_feature_photo":false,"is_sponsored":false,"subtype":"","redirect_url":"","disable_inline_ads":false,"native_logo_pretext":"Presented 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