{"id":243561,"date":"2026-05-28T15:50:47","date_gmt":"2026-05-28T19:50:47","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=243561"},"modified":"2026-05-28T15:58:29","modified_gmt":"2026-05-28T19:58:29","slug":"global-modeling-with-xgboost-gold-vs-silver","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/","title":{"rendered":"Global Modeling with XGBoost: Gold vs. Silver"},"content":{"rendered":"\n<p><em>The article &#8220;Global Modeling with XGBoost: Gold vs. Silver&#8221; was originally published on <a href=\"https:\/\/datageeek.com\/2025\/09\/24\/global-modeling-with-xgboost-gold-vs-silver\/\">DataGeeek<\/a>. <\/em><\/p>\n\n\n\n<p>China aims to increase its influence in the global bullion market by directing friendly countries to store their gold reserves within its borders. This move is part of Beijing\u2019s efforts to reduce its reliance on the dollar and promote the global use of the yuan.<\/p>\n\n\n\n<p>Goldman Sachs predicts that if just 1% of corporate bonds shift to gold, prices could rise to $5,000. <\/p>\n\n\n\n<p><strong><em>Source code for Global Modeling with XGBoost: Gold vs. Silver:<\/em><\/strong><\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"r\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">library(tidymodels)\nlibrary(tidyverse)\nlibrary(tidyquant)\nlibrary(timetk)\nlibrary(modeltime)\n \n#Gold Futures (GC=F)\ndf_gold &lt;- \n  tq_get(\"GC=F\") %&gt;% \n  select(date,  gold = close)\n \n#Silver Futures (SI=F)\ndf_silver &lt;- \n  tq_get(\"SI=F\") %&gt;% \n  select(date,  silver = close)\n \n \n#Creating the survey data\ndf_survey &lt;- \n  df_gold %&gt;% \n  left_join(df_silver) %&gt;% \n  pivot_longer(-date,\n               names_to = \"id\",\n               values_to = \"value\") %&gt;% \n  mutate(id = toupper(id)) %&gt;% \n  filter(date &gt;= last(date) - months(36)) %&gt;% \n  drop_na()\n \n#Train\/Test Splitting\nsplits &lt;- \n  df_survey %&gt;% \n  time_series_split(assess     = \"15 days\", \n                    cumulative = TRUE)\n \n \n#Recipe\n \n#The step_normalize() function is breaking the decision splits.\n#Reducing the model's accuracy led to its removal.\n \nrec_spec &lt;- \n  recipe(value ~ ., training(splits)) %&gt;%\n  step_string2factor(\"id\") %&gt;% \n  step_mutate_at(id, fn = droplevels) %&gt;%\n  step_timeseries_signature(date) %&gt;%\n  step_rm(date) %&gt;%\n  step_dummy(all_nominal_predictors(), one_hot = TRUE) %&gt;% \n  step_zv(all_predictors()) %&gt;%\n  step_corr(all_predictors())\n \n \n#Preprocessed data variables\nrec_spec %&gt;% \n  prep() %&gt;% \n  bake(new_data = NULL) %&gt;% \n  glimpse()\n  \n \n#Workflow fit\nwflw_fit &lt;- \n  workflow() %&gt;%\n  add_model(\n    boost_tree(\"regression\") %&gt;% \n      set_engine(\"xgboost\")\n  ) %&gt;%\n  add_recipe(rec_spec) %&gt;%\n  fit(training(splits))\n \n#Create a Modeltime Table\nmodel_tbl &lt;- \n  modeltime_table(wflw_fit)\n \n \n#Calibrating by ID\ncalib_tbl &lt;- \n  model_tbl %&gt;%\n  modeltime_calibrate(\n    new_data = testing(splits), \n    id       = \"id\"\n  )\n \n#Measuring Test Accuracy\n \n#Global Accuracy\ncalib_tbl %&gt;% \n  modeltime_accuracy(acc_by_id = FALSE) %&gt;% \n  table_modeltime_accuracy(.interactive = FALSE)\n \n#Local Accuracy\ncalib_tbl %&gt;% \n  modeltime_accuracy(acc_by_id = TRUE) %&gt;% \n  table_modeltime_accuracy(.interactive = TRUE)\n \n \n#Prediction intervals were used similarly to the Relative Strength Index (RSI).\ncalib_tbl %&gt;%\n  modeltime_forecast(\n    new_data    = testing(splits),\n    actual_data = testing(splits),\n    conf_by_id  = TRUE) %&gt;%\n  group_by(id) %&gt;%\n  plot_modeltime_forecast(\n    .facet_ncol  = 1,\n    .interactive = FALSE,\n    .line_size = 1.5\n  )  +\n  labs(title = \"Global Modeling with XGBoost\", \n       subtitle = \"&lt;span style = 'color:dimgrey;'&gt;Predictive Intervals&lt;\/span&gt; of &lt;span style = 'color:red;'&gt;XGBoost&lt;\/span&gt;\", \n       y = \"\", x = \"\") + \n  scale_y_continuous(labels = scales::label_currency()) +\n  scale_x_date(labels = scales::label_date(\"%b %d\"),\n               date_breaks = \"4 days\") +\n  theme_tq(base_family = \"Roboto Slab\", base_size = 16) +\n  theme(plot.subtitle = ggtext::element_markdown(face = \"bold\"),\n        plot.title = element_text(face = \"bold\"),\n        plot.background = element_rect(fill = \"snow\"),\n        strip.text = element_text(face = \"bold\", color = \"black\"),\n        strip.background = element_rect(fill =  \"azure\"),\n        axis.text= element_text(face = \"bold\"),\n        legend.position = \"none\")<\/pre>\n\n\n\n<p><em>Visit <a href=\"https:\/\/datageeek.com\/2025\/09\/24\/global-modeling-with-xgboost-gold-vs-silver\/\">DataGeeek<\/a> for additional insights on this topic.<\/em><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Source code for Global Modeling with XGBoost: Gold vs. Silver<\/p>\n","protected":false},"author":1729,"featured_media":237490,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":""},"categories":[339,343,338,341,342],"tags":[806,21626,487,21622,21624,21623,21625,9966],"contributors-categories":[21034],"class_list":{"0":"post-243561","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-programing-languages","9":"category-ibkr-quant-news","10":"category-quant-development","11":"category-r-development","12":"tag-data-science","13":"tag-modeltime-package","14":"tag-r","15":"tag-tidymodels-package","16":"tag-tidyquant-package","17":"tag-tidyverse-package","18":"tag-timetk-package","19":"tag-xgboost","20":"contributors-categories-datageeek"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Global Modeling with XGBoost: Gold vs. Silver | IBKR Quant<\/title>\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.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/243561\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Global Modeling with XGBoost: Gold vs. Silver\" \/>\n<meta property=\"og:description\" content=\"Source code for Global Modeling with XGBoost: Gold vs. Silver\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-28T19:50:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-28T19:58:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"563\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Selcuk Disci\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Selcuk Disci\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\\\/\\\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"NewsArticle\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Selcuk Disci\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/7dbe9bd8161c35e2855152a7a652dbb7\"\n\t            },\n\t            \"headline\": \"Global Modeling with XGBoost: Gold vs. Silver\",\n\t            \"datePublished\": \"2026-05-28T19:50:47+00:00\",\n\t            \"dateModified\": \"2026-05-28T19:58:29+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/\"\n\t            },\n\t            \"wordCount\": 101,\n\t            \"commentCount\": 0,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2026\\\/01\\\/gold-silver-bar.jpg\",\n\t            \"keywords\": [\n\t                \"Data Science\",\n\t                \"modeltime package\",\n\t                \"R\",\n\t                \"tidymodels package\",\n\t                \"tidyquant package\",\n\t                \"tidyverse package\",\n\t                \"timetk package\",\n\t                \"xgboost\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"Programming Languages\",\n\t                \"Quant\",\n\t                \"Quant Development\",\n\t                \"R Development\"\n\t            ],\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"CommentAction\",\n\t                    \"name\": \"Comment\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#respond\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/\",\n\t            \"name\": \"Global Modeling with XGBoost: Gold vs. Silver | IBKR Campus US\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2026\\\/01\\\/gold-silver-bar.jpg\",\n\t            \"datePublished\": \"2026-05-28T19:50:47+00:00\",\n\t            \"dateModified\": \"2026-05-28T19:58:29+00:00\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"ImageObject\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/global-modeling-with-xgboost-gold-vs-silver\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2026\\\/01\\\/gold-silver-bar.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2026\\\/01\\\/gold-silver-bar.jpg\",\n\t            \"width\": 1000,\n\t            \"height\": 563,\n\t            \"caption\": \"Gold Silver Bars\"\n\t        },\n\t        {\n\t            \"@type\": \"WebSite\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"name\": \"IBKR Campus US\",\n\t            \"description\": \"Financial Education from Interactive Brokers\",\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"SearchAction\",\n\t                    \"target\": {\n\t                        \"@type\": \"EntryPoint\",\n\t                        \"urlTemplate\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/?s={search_term_string}\"\n\t                    },\n\t                    \"query-input\": {\n\t                        \"@type\": \"PropertyValueSpecification\",\n\t                        \"valueRequired\": true,\n\t                        \"valueName\": \"search_term_string\"\n\t                    }\n\t                }\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"Organization\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\",\n\t            \"name\": \"Interactive Brokers\",\n\t            \"alternateName\": \"IBKR\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"logo\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\",\n\t                \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"width\": 669,\n\t                \"height\": 669,\n\t                \"caption\": \"Interactive Brokers\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\"\n\t            },\n\t            \"publishingPrinciples\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/about-ibkr-campus\\\/\",\n\t            \"ethicsPolicy\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/cyber-security-notice\\\/\"\n\t        },\n\t        {\n\t            \"@type\": \"Person\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/7dbe9bd8161c35e2855152a7a652dbb7\",\n\t            \"name\": \"Selcuk Disci\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/selcukdisci\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Global Modeling with XGBoost: Gold vs. Silver | IBKR Quant","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.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/243561\/","og_locale":"en_US","og_type":"article","og_title":"Global Modeling with XGBoost: Gold vs. Silver","og_description":"Source code for Global Modeling with XGBoost: Gold vs. Silver","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/","og_site_name":"IBKR Campus US","article_published_time":"2026-05-28T19:50:47+00:00","article_modified_time":"2026-05-28T19:58:29+00:00","og_image":[{"width":1000,"height":563,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","type":"image\/jpeg"}],"author":"Selcuk Disci","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Selcuk Disci","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#article","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/"},"author":{"name":"Selcuk Disci","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/7dbe9bd8161c35e2855152a7a652dbb7"},"headline":"Global Modeling with XGBoost: Gold vs. Silver","datePublished":"2026-05-28T19:50:47+00:00","dateModified":"2026-05-28T19:58:29+00:00","mainEntityOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/"},"wordCount":101,"commentCount":0,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","keywords":["Data Science","modeltime package","R","tidymodels package","tidyquant package","tidyverse package","timetk package","xgboost"],"articleSection":["Data Science","Programming Languages","Quant","Quant Development","R Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/","url":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/","name":"Global Modeling with XGBoost: Gold vs. Silver | IBKR Campus US","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#primaryimage"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","datePublished":"2026-05-28T19:50:47+00:00","dateModified":"2026-05-28T19:58:29+00:00","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/global-modeling-with-xgboost-gold-vs-silver\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","width":1000,"height":563,"caption":"Gold Silver Bars"},{"@type":"WebSite","@id":"https:\/\/ibkrcampus.com\/campus\/#website","url":"https:\/\/ibkrcampus.com\/campus\/","name":"IBKR Campus US","description":"Financial Education from Interactive Brokers","publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ibkrcampus.com\/campus\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ibkrcampus.com\/campus\/#organization","name":"Interactive Brokers","alternateName":"IBKR","url":"https:\/\/ibkrcampus.com\/campus\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","width":669,"height":669,"caption":"Interactive Brokers"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/"},"publishingPrinciples":"https:\/\/www.interactivebrokers.com\/campus\/about-ibkr-campus\/","ethicsPolicy":"https:\/\/www.interactivebrokers.com\/campus\/cyber-security-notice\/"},{"@type":"Person","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/7dbe9bd8161c35e2855152a7a652dbb7","name":"Selcuk Disci","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/selcukdisci\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/01\/gold-silver-bar.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/243561","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/users\/1729"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=243561"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/243561\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/237490"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=243561"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=243561"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=243561"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=243561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}