{"id":49,"date":"2026-02-27T18:07:40","date_gmt":"2026-02-27T17:07:40","guid":{"rendered":"https:\/\/wikicontrol.org\/?page_id=49"},"modified":"2026-04-22T17:48:18","modified_gmt":"2026-04-22T15:48:18","slug":"comunidades-autonomas","status":"publish","type":"page","link":"https:\/\/wikicontrol.org\/en\/comunidades-autonomas\/","title":{"rendered":"Solution"},"content":{"rendered":"<div class=\"wp-block-stackable-text stk-block-text stk-block stk-a8eecaf stk-block-background\" data-block-id=\"a8eecaf\"><style>.stk-a8eecaf {background-color:#00b2ff !important;border-top-left-radius:10px !important;border-top-right-radius:10px !important;border-bottom-right-radius:10px !important;border-bottom-left-radius:10px !important;overflow:hidden !important;}.stk-a8eecaf:before{background-color:#00b2ff !important;}.stk-a8eecaf .stk-block-text__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-a8eecaf .stk-block-text__text{font-size:23px !important;}}<\/style><p class=\"stk-block-text__text has-text-align-center\"><strong><span style=\"color: #fffffe;\" class=\"stk-highlight\">An open infrastructure for comparability of public spending<\/span><\/strong><\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-c537e94\" data-block-id=\"c537e94\"><style>.stk-c537e94 .stk-block-text__text{font-size:18px !important;}@media screen and (max-width:999px){.stk-c537e94 .stk-block-text__text{font-size:18px !important;}}<\/style><p class=\"stk-block-text__text has-text-align-center\">WikiControl develops an infrastructure <strong>technological that integrates<\/strong>, normalises and analyses public data on municipal management. The platform combines <strong>different sources of information to enable comparative efficiency analyses.<\/strong><\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-9fc19ae\" data-block-id=\"9fc19ae\"><style>.stk-9fc19ae .stk-block-text__text{font-size:21px !important;}@media screen and (max-width:999px){.stk-9fc19ae .stk-block-text__text{font-size:21px !important;}}<\/style><p class=\"stk-block-text__text has-text-align-center\"><strong>Three layers of information<\/strong><\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-feature stk-block-feature stk-block stk-54ef92d is-style-default\" data-v=\"2\" data-block-id=\"54ef92d\"><style>.stk-54ef92d {--stk-feature-flex-wrap:nowrap !important;margin-bottom:0px !important;}<\/style><div class=\"stk-content-align stk-54ef92d-column stk-container stk-54ef92d-container stk--no-background stk--no-padding\"><div class=\"stk-inner-blocks stk-block-content stk-row\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-3fa4d18\" data-v=\"4\" data-block-id=\"3fa4d18\"><style>.stk-3fa4d18 {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-3fa4d18-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-3fa4d18-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-73e5b7b\" id=\"1-datos-presupuestarios\" data-block-id=\"73e5b7b\"><style>.stk-73e5b7b {margin-bottom:0px !important;}.stk-73e5b7b .stk-block-heading__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-73e5b7b .stk-block-heading__text{font-size:23px !important;}}<\/style><h2 class=\"stk-block-heading__text\">1. Budgetary data<\/h2><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);letter-spacing:0px;line-height:1.3\" data-block-type=\"core\">Budgetary data constitute the fundamental basis for understanding how public administrations allocate and use economic resources. <strong>Through official budget settlements, it is possible to know in detail which areas public money is invested in.<\/strong>security, education, social services, infrastructure or general administration.<br><br><strong>However<\/strong>, although this information is in the public domain, <strong>Its structure and level of detail do not always allow for direct analysis<\/strong>. The data is usually organised according to technical classifications <strong>that make them difficult to interpret<\/strong> for non-specialist users, and moreover, they present differences in their application between administrations.<br><br><strong>WikiControl tackles this challenge by collecting, standardising and structuring this data<\/strong>, allowing complex accounting information to be converted into understandable and comparable indicators. This process is essential for being able to <strong>to analyse the efficiency of public spending <\/strong>and establish a solid foundation upon which to build any rigorous evaluation.<br><br>Without proper <strong>budgetary data interpretation, it is impossible<\/strong> understand how resources are allocated or identify potential areas for improvement in public administration.<\/pre>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-ce0dd73\" data-v=\"4\" data-block-id=\"ce0dd73\"><style>.stk-ce0dd73 {align-self:center !important;}.stk-ce0dd73-inner-blocks{justify-content:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-ce0dd73-container stk--no-background stk--no-padding\"><div class=\"has-text-align-center stk--column-flex stk-block-content stk-inner-blocks stk-ce0dd73-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image has-text-align-center stk-block stk-7bbdd8a\" data-block-id=\"7bbdd8a\"><style>.stk-7bbdd8a .stk-img-figcaption{text-align:center !important;font-size:30px !important;}.stk-7bbdd8a {border-top-left-radius:20px !important;border-top-right-radius:20px !important;border-bottom-right-radius:20px !important;border-bottom-left-radius:20px !important;overflow:hidden !important;min-height:var(--stk--preset--block-height--none, 0px) !important;}.stk-7bbdd8a .stk-img-wrapper{width:88% !important;height:100% !important;filter:drop-shadow(25px 10px 30px #123f524d) !important;}.stk-7bbdd8a .stk-img-wrapper img{transform:scale(1) !important;border-radius:20px !important;object-fit:scale-down !important;}@media screen and (max-width:999px){.stk-7bbdd8a .stk-img-figcaption{font-size:30px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-25px 10px 30px #123f524d\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1407\" src=\"http:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Datos-presupuestarios-e1774281634386.png\" width=\"906\" height=\"1367\" srcset=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Datos-presupuestarios-e1774281634386.png 906w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Datos-presupuestarios-e1774281634386-199x300.png 199w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Datos-presupuestarios-e1774281634386-679x1024.png 679w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Datos-presupuestarios-e1774281634386-768x1159.png 768w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-feature stk-block-feature stk-block stk-c94ab14 is-style-default\" data-v=\"2\" data-block-id=\"c94ab14\"><style>.stk-c94ab14 {--stk-feature-flex-wrap:nowrap !important;border-top-left-radius:var(--stk--preset--border-radius--x-small, 2px) !important;border-top-right-radius:var(--stk--preset--border-radius--x-small, 2px) !important;border-bottom-right-radius:var(--stk--preset--border-radius--x-small, 2px) !important;border-bottom-left-radius:var(--stk--preset--border-radius--x-small, 2px) !important;overflow:hidden !important;border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:0px !important;border-left-width:0px !important;margin-bottom:0px !important;}<\/style><div class=\"stk-content-align stk-c94ab14-column stk-container stk-c94ab14-container stk--no-background stk--no-padding\"><div class=\"stk-inner-blocks stk-block-content stk-row\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d6eb20c\" data-v=\"4\" data-block-id=\"d6eb20c\"><style>.stk-d6eb20c {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d6eb20c-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-d6eb20c-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image has-text-align-center stk-block stk-dd3c571\" data-block-id=\"dd3c571\"><style>.stk-dd3c571 {border-top-left-radius:20px !important;border-top-right-radius:20px !important;border-bottom-right-radius:20px !important;border-bottom-left-radius:20px !important;overflow:hidden !important;box-shadow:0 5px 30px -10px #123f524d !important;align-items:center !important;display:flex !important;}.stk-dd3c571 .stk-img-figcaption{font-size:30px !important;}.stk-dd3c571 .stk-img-wrapper{width:88% !important;height:100% !important;filter:drop-shadow(25px 10px 30px #123f524d) !important;--stk-gradient-overlay:0.3 !important;}.stk-dd3c571 .stk-img-wrapper img{transform:scale(1) !important;border-radius:20px !important;}@media screen and (max-width:999px){.stk-dd3c571 .stk-img-figcaption{font-size:30px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-25px 10px 30px #123f524d\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1410\" src=\"http:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Contratacion-Publica-e1774282285936.png\" width=\"922\" height=\"1436\" srcset=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Contratacion-Publica-e1774282285936.png 922w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Contratacion-Publica-e1774282285936-193x300.png 193w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Contratacion-Publica-e1774282285936-657x1024.png 657w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Contratacion-Publica-e1774282285936-768x1196.png 768w\" sizes=\"auto, (max-width: 922px) 100vw, 922px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cd0804e\" data-v=\"4\" data-block-id=\"cd0804e\"><style>.stk-cd0804e {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cd0804e-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cd0804e-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-3b731be\" id=\"2-datos-de-contratacion-publica\" data-block-id=\"3b731be\"><style>.stk-3b731be {margin-bottom:0px !important;}.stk-3b731be .stk-block-heading__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-3b731be .stk-block-heading__text{font-size:23px !important;}}<\/style><h2 class=\"stk-block-heading__text\">2nd Public Procurement Data<\/h2><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);line-height:1.3\" data-block-type=\"core\"><strong>Procurement represents a very significant part of public spending.<\/strong> y it is one of the key areas for analysing how that spending is executed in practice. Through <strong>public contracts materialise many of the services<\/strong> that citizens receive.<br><br>The tender and award data allow us to understand fundamental aspects such as:<br><br>- <strong>The amount<\/strong> of the contracts<br>- <strong>Suppliers<\/strong> awardees<br>- <strong>The procedures<\/strong> used<br>- <strong>The frequency<\/strong> and allocation of contracts<br><br>Nevertheless, these <strong>data is scattered across different platforms<\/strong>, with heterogeneous formats <strong>and with classifications that do not always accurately reflect the actual service provided<\/strong>. This makes their systematic analysis and comparison between administrations extremely difficult.<br><br><strong>Wikicontrol integrates and standardises this information. <\/strong>to be able to analyse it in a structured way. <strong>This allows<\/strong>, for example, <strong>Compare prices of similar services between municipalities<\/strong>, identify award patterns or detect relevant deviations from usual values.<br><br><strong>Public procurement analysis<\/strong> it does not aim to make judgments, but rather <strong>to provide structured transparency that facilitates better understanding<\/strong> on how public spending is executed and how it can be optimised.<\/pre>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-feature stk-block-feature stk-block stk-f1c9d89 is-style-default\" data-v=\"2\" data-block-id=\"f1c9d89\"><style>.stk-f1c9d89 {--stk-feature-flex-wrap:nowrap !important;margin-bottom:0px !important;}<\/style><div class=\"stk-content-align stk-f1c9d89-column stk-container stk-f1c9d89-container stk--no-background stk--no-padding\"><div class=\"stk-inner-blocks stk-block-content stk-row\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-37ffa3b\" data-v=\"4\" data-block-id=\"37ffa3b\"><style>.stk-37ffa3b {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-37ffa3b-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-37ffa3b-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-e144cd9\" id=\"3-datos-de-resultados-e-indicadores-contextuales\" data-block-id=\"e144cd9\"><style>.stk-e144cd9 {margin-bottom:0px !important;}.stk-e144cd9 .stk-block-heading__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-e144cd9 .stk-block-heading__text{font-size:23px !important;}}<\/style><h2 class=\"stk-block-heading__text\">3. Results data and contextual indicators<\/h2><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);letter-spacing:0px;line-height:1.3\" data-block-type=\"core\"><strong>The analysis of public spending cannot be limited solely to how much is spent<\/strong>. To evaluate the efficiency of an administration, it is essential to understand what results are obtained from that expenditure and in what context it occurs.<br><br>For this reason, <strong>WikiControl incorporates a third layer of information<\/strong> based on outcome indicators and contextual variables. These include, but are not limited to:<br><br><strong>Sector indicators<\/strong> (crime rates, educational attainment, etc.)<br><strong>\u2013 Demographic variables <\/strong>(actual population, density, trends)<br><strong>Economic and territorial factors<\/strong><br><br>These data <strong>allow for a correct interpretation of public spending<\/strong>. For example, two municipalities may have similar spending on security, but operate in completely different contexts in terms of population, economic activity, or tourist pressure.<br><br><strong>Without this contextual layer, comparisons can be incomplete or even erroneous.<\/strong> Incorporating these indicators allows for a move from descriptive analysis to explanatory analysis, <strong>where relationships between resources used and results obtained can be identified.<\/strong><\/pre>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-5aa21fd\" data-v=\"4\" data-block-id=\"5aa21fd\"><style>.stk-5aa21fd {align-self:center !important;}.stk-5aa21fd-inner-blocks{justify-content:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-5aa21fd-container stk--no-background stk--no-padding\"><div class=\"has-text-align-center stk--column-flex stk-block-content stk-inner-blocks stk-5aa21fd-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image has-text-align-center stk-block stk-566c56b\" data-block-id=\"566c56b\"><style>.stk-566c56b .stk-img-figcaption{text-align:center !important;font-size:30px !important;}.stk-566c56b {border-top-left-radius:20px !important;border-top-right-radius:20px !important;border-bottom-right-radius:20px !important;border-bottom-left-radius:20px !important;overflow:hidden !important;min-height:var(--stk--preset--block-height--none, 0px) !important;}.stk-566c56b .stk-img-wrapper{width:88% !important;height:100% !important;filter:drop-shadow(25px 10px 30px #123f524d) !important;}.stk-566c56b .stk-img-wrapper img{transform:scale(1) !important;border-radius:20px !important;object-fit:scale-down !important;}@media screen and (max-width:999px){.stk-566c56b .stk-img-figcaption{font-size:30px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-25px 10px 30px #123f524d\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1415\" src=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-23-mar-2026-17_15_30-e1774282734361.png\" width=\"940\" height=\"1393\" srcset=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-23-mar-2026-17_15_30-e1774282734361.png 940w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-23-mar-2026-17_15_30-e1774282734361-202x300.png 202w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-23-mar-2026-17_15_30-e1774282734361-691x1024.png 691w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-23-mar-2026-17_15_30-e1774282734361-768x1138.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-feature stk-block-feature stk-block stk-884c673 is-style-default\" data-v=\"2\" data-block-id=\"884c673\"><style>.stk-884c673 {--stk-feature-flex-wrap:nowrap !important;margin-bottom:0px !important;}<\/style><div class=\"stk-content-align stk-884c673-column stk-container stk-884c673-container stk--no-background stk--no-padding\"><div class=\"stk-inner-blocks stk-block-content stk-row\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-c07f685\" data-v=\"4\" data-block-id=\"c07f685\"><style>.stk-c07f685 {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-c07f685-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-c07f685-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-256877d\" data-block-id=\"256877d\"><style>.stk-256877d {border-top-left-radius:20px !important;border-top-right-radius:20px !important;border-bottom-right-radius:20px !important;border-bottom-left-radius:20px !important;overflow:hidden !important;box-shadow:0 5px 30px -10px #123f524d !important;}.stk-256877d .stk-img-figcaption{font-size:30px !important;}.stk-256877d .stk-img-wrapper{width:88% !important;height:100% !important;filter:drop-shadow(25px 10px 30px #123f524d) !important;}.stk-256877d .stk-img-wrapper img{border-radius:20px !important;}@media screen and (max-width:999px){.stk-256877d .stk-img-figcaption{font-size:30px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-25px 10px 30px #123f524d\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1584\" src=\"http:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Comparaciones-ajustadas.png\" width=\"1024\" height=\"1536\" srcset=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Comparaciones-ajustadas.png 1024w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Comparaciones-ajustadas-200x300.png 200w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Comparaciones-ajustadas-683x1024.png 683w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/Comparaciones-ajustadas-768x1152.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cd8b4fc\" data-v=\"4\" data-block-id=\"cd8b4fc\"><style>.stk-cd8b4fc {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cd8b4fc-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cd8b4fc-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-6a92f09\" id=\"comparaciones-ajustadas\" data-block-id=\"6a92f09\"><style>.stk-6a92f09 {margin-bottom:0px !important;}.stk-6a92f09 .stk-block-heading__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-6a92f09 .stk-block-heading__text{font-size:23px !important;}}<\/style><h2 class=\"stk-block-heading__text\">Adjusted comparisons<\/h2><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);line-height:1.3\" data-block-type=\"core\"><strong>One of the main problems<\/strong> in the analysis of public spending is the use of simplified comparisons that <strong>they do not take into account the real differences between territories.<\/strong><br><br>Compare per capita expenditure between municipalities without considering factors such as floating population, tourism, economic activity, or urban structure <strong>can lead to wrong conclusions.<\/strong> Municipalities with very different characteristics require different levels of spending to provide equivalent services.<br><br><strong>WikiControl develops adjusted comparison models that incorporate these contextual variables.<\/strong>, allowing for more precise and realistic analyses. This involves, for example, calculating indicators based on equivalent population rather than census population, or adjusting ratios according to specific territorial characteristics.<br><br>The objective is not to establish simplistic rankings, but to offer tools that allow for an understanding of differences and facilitate a rigorous analysis of public spending efficiency.<br><br><strong>This approach significantly improves the quality of the analysis and avoids misinterpretations that can distort public debate.<\/strong><\/pre>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-feature stk-block-feature stk-block stk-734e59f is-style-default\" data-v=\"2\" data-block-id=\"734e59f\"><style>.stk-734e59f {--stk-feature-flex-wrap:nowrap !important;margin-bottom:0px !important;}<\/style><div class=\"stk-content-align stk-734e59f-column stk-container stk-734e59f-container stk--no-background stk--no-padding\"><div class=\"stk-inner-blocks stk-block-content stk-row\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-5a7273a\" data-v=\"4\" data-block-id=\"5a7273a\"><style>.stk-5a7273a {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-5a7273a-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-5a7273a-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-1ad3ce9\" id=\"uso-de-inteligencia-artificial\" data-block-id=\"1ad3ce9\"><style>.stk-1ad3ce9 {margin-bottom:0px !important;}.stk-1ad3ce9 .stk-block-heading__text{font-size:23px !important;}@media screen and (max-width:999px){.stk-1ad3ce9 .stk-block-heading__text{font-size:23px !important;}}<\/style><h2 class=\"stk-block-heading__text\">Use of artificial intelligence<\/h2><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.313), 18px);line-height:1.3\" data-block-type=\"core\"><strong>Artificial intelligence plays a key role in Wikicontrol's capabilities<\/strong> to process large volumes of information and transform unstructured data into useful knowledge.<br><br>A relevant portion of public information is found in poorly accessible formats, such as PDF documents, annual reports, or technical reports. Using automatic language processing techniques, it is possible to extract relevant data from these documents and structure it for analysis.<br><br>Furthermore, <strong>Artificial intelligence allows:<\/strong><br><br>- <strong>Detecting anomalies<\/strong> statistics on budgetary and procurement data<br>- <strong>Identify patterns <\/strong>behaviour over time<br><strong>Improve contract classification<\/strong> when official categories are insufficient<br>- <strong>Facilitate access to information<\/strong> through natural language queries<br><br>Es importante destacar que <strong>Wikicontrol no utiliza la inteligencia artificial para emitir conclusiones <\/strong>autom\u00e1ticas ni juicios de valor. Su funci\u00f3n es identificar patrones y se\u00f1alar datos que merecen an\u00e1lisis adicional.<br><br><strong>La combinaci\u00f3n de capacidades tecnol\u00f3gicas avanzadas con un enfoque metodol\u00f3gico riguroso permite a Wikicontrol ampliar significativamente el alcance y la utilidad del an\u00e1lisis de datos p\u00fablicos.<\/strong><\/pre>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-8ada261\" data-v=\"4\" data-block-id=\"8ada261\"><style>.stk-8ada261 {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-8ada261-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-8ada261-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-fc2de23\" data-block-id=\"fc2de23\"><style>.stk-fc2de23 {align-items:flex-start !important;display:flex !important;}.stk-fc2de23 .stk-img-figcaption{font-size:30px !important;}.stk-fc2de23 .stk-img-wrapper{width:88% !important;height:100% !important;filter:drop-shadow(25px 10px 30px #123f524d) !important;}.stk-fc2de23 .stk-img-wrapper img{transform:scale(1) !important;border-radius:20px !important;}@media screen and (max-width:999px){.stk-fc2de23 .stk-img-figcaption{font-size:30px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-25px 10px 30px #123f524d\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1419\" src=\"http:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/IA-auditoria-datos-e1774283418869.png\" width=\"942\" height=\"1446\" srcset=\"https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/IA-auditoria-datos-e1774283418869.png 942w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/IA-auditoria-datos-e1774283418869-195x300.png 195w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/IA-auditoria-datos-e1774283418869-667x1024.png 667w, https:\/\/wikicontrol.org\/wp-content\/uploads\/2026\/03\/IA-auditoria-datos-e1774283418869-768x1179.png 768w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Una infraestructura abierta de comparabilidad del gasto p\u00fablico WikiControl desarrolla una infraestructura tecnol\u00f3gica que integra, normaliza y analiza datos p\u00fablicos sobre la gesti\u00f3n municipal. La plataforma combina diferentes fuentes de informaci\u00f3n para permitir an\u00e1lisis comparativos de eficiencia. Tres capas de informaci\u00f3n 1\u00aa Datos presupuestarios Los datos presupuestarios constituyen la base fundamental para comprender c\u00f3mo las [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-49","page","type-page","status-publish","hentry"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/pages\/49","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/comments?post=49"}],"version-history":[{"count":48,"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/pages\/49\/revisions"}],"predecessor-version":[{"id":1683,"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/pages\/49\/revisions\/1683"}],"wp:attachment":[{"href":"https:\/\/wikicontrol.org\/en\/wp-json\/wp\/v2\/media?parent=49"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}