{"id":905,"date":"2024-07-26T18:31:13","date_gmt":"2024-07-26T18:31:13","guid":{"rendered":"https:\/\/www.crowlair.com\/?p=905"},"modified":"2024-07-27T17:30:46","modified_gmt":"2024-07-27T17:30:46","slug":"cfa-level-3-the-implementation-shortfall-is-quick-insight","status":"publish","type":"post","link":"https:\/\/www.crowlair.com\/?p=905","title":{"rendered":"CFA Level 3: The implementation shortfall (IS) &#8211; Quick Insight"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"905\" class=\"elementor elementor-905\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f467c0d e-flex e-con-boxed e-con e-parent\" data-id=\"f467c0d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c0c3eed elementor-widget elementor-widget-text-editor\" data-id=\"c0c3eed\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The implementation shortfall (IS) metric is most important measure of trade cost used in finance. It&#8217;s important to note that:<\/p><ul><li>It\u2019s ex post (after the trade).<\/li><li>Provide total cost measure associated with trading.<\/li><li>Spans the time between <strong>investment decision is made<\/strong> by the portfolio manager <strong>up to completion of the trade<\/strong> by the trader.<\/li><li>Allow to identify all costs arising during implementation of the trade.<\/li><\/ul><p>The key idea behind the IS is simple. It\u2019s a difference between:<\/p><ul><li>return for a <strong>paper portfolio<\/strong> (where all transactions are assumed to take place at the managers decision price)<\/li><\/ul><p style=\"text-align: center;\">vs<\/p><ul><li><strong>actual portfolio&#8217;s<\/strong> return (which reflects realized transactions, including all fees and costs).<\/li><\/ul><p style=\"text-align: center;\"><strong>The implementation shortfall = Paper return \u2013 Actual return<\/strong><\/p><p>The paper return shows the <strong>hypothetical return<\/strong> that the fund would have received if the manager were able to transact all shares at the desired decision price and without any associated costs or fees (i.e., with no friction).<\/p><p><strong>Paper return is unrealistic, perfect scenario<\/strong>. Unreal honestly. But that&#8217;s the benchmark for IS. It&#8217;s actually advantage of this approach, because <strong>it shows all kinds of costs associated with trading<\/strong> (whether justified in your opinion or not).<\/p><p>You could point finger on the chart and say: \u201cI\u2019d buy here, and I\u2019d sell there.\u201d No transaction costs, no liquidity issues, no market impact, no nothing. Perfect world.<\/p><p>Let\u2019s say you noticed a short-alpha opportunity \u2013 the stock is priced at $40. You want to buy 1,000 shares. At the end of the day, the stock closes at $48. The profit per share is $8. You wanted 1,000 shares, so the total profit is $8 * 1,000 = $8,000. That\u2019s the <strong>paper return<\/strong>.<\/p><p>It\u2019s a long way to arrive at the <strong>actual return<\/strong> \u2013 you have to account for all the costs along the way. Let\u2019s take a look at them.<\/p><p>All trading costs according to IS:<\/p><ol><li><strong>Fixed fees<\/strong>: These are transactional commissions. For example, if you paid $0.05 per share in commissions, that\u2019s your fixed fee.<\/li><li><strong>Execution cost<\/strong>: This occurs when you wanted to buy at $40 but managed to buy at $43, which is $3 higher. These $3 per share are your execution costs.<\/li><li><strong>Opportunity cost<\/strong>: This happens when you wanted to buy 1,000 shares but managed to fill only 700 shares. You missed profits for 300 shares, which is your opportunity cost. <strong>Important!<\/strong> You can avoid these by investing uninvested funds into the second most attractive asset.\u00a0<\/li><\/ol><p>Let\u2019s take the above example. Recall that the <strong>paper return<\/strong> is:<br \/>($48 \u2013 $40) * 1,000 shares = <strong>$8,000 profit<\/strong><\/p><p>Let\u2019s account for costs to arrive at the <strong>actual return<\/strong>.<\/p><ul><li><strong>Opportunity cost<\/strong>: Let\u2019s say you managed to buy only 700 shares. The profit for 300 shares is a missed opportunity. This is $8 profit per share * 300 untraded shares = <strong>$2,400<\/strong>.<\/li><li><strong>Fixed fees<\/strong>: Let\u2019s say you paid $0.05 for each traded share. Your cost here is $0.05 * 700 shares =<strong> $35<\/strong>.<\/li><li><strong>Execution cost<\/strong>: You made the decision when the price was $40, but your trader managed to buy shares at an average price of $43. Your execution cost is ($43 &#8211; $40) * 700 shares = <strong>$2,100<\/strong>.<\/li><\/ul><p>Your actual return is: $8,000 \u2013 $2,400 \u2013 $35 \u2013 $2,100 =<strong> $3,465<\/strong>.<\/p><p>Graphically, it will look like this.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e4b0ef e-flex e-con-boxed e-con e-parent\" data-id=\"1e4b0ef\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3996101 elementor-widget elementor-widget-image\" data-id=\"3996101\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"263\" src=\"https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-768x263.jpg\" class=\"attachment-medium_large size-medium_large wp-image-908\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d812ad4 e-flex e-con-boxed e-con e-parent\" data-id=\"d812ad4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4762cc9 elementor-widget elementor-widget-text-editor\" data-id=\"4762cc9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Execution costs = Delay cost + Trading cost<\/h4><p>Also, execution costs can be further divided into delay costs and trading costs.<\/p><ul><li><strong>Delay cost<\/strong>: You decided to buy a stock at $40, but your trader took too long to choose a broker and sent your order when the stock price was already $41. This $1 per share is your delay cost (part of the execution cost). For example, $1 * 700 traded shares = <strong>$700 of delay cost<\/strong>.<\/li><li><strong>Trading cost<\/strong>: Your order arrived at the market when the price was $41, but you managed to buy shares for an average price of $43. Another $2 per share is added to your cost, this time as trading costs (part of the execution cost). For example, $2 * 700 traded shares = <strong>$1,400 of trading cost<\/strong>.<\/li><\/ul><p>Both delay cost ($700) and trading cost ($1,400) sum up to the total execution cost ($2,100). Hope that\u2019s clear!<\/p><p>Let\u2019s continue with the above example and illustrate delay and trading costs graphically.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57d71c3 elementor-widget elementor-widget-image\" data-id=\"57d71c3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"256\" src=\"https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-768x256.jpg\" class=\"attachment-medium_large size-medium_large wp-image-907\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0f4b92 elementor-widget elementor-widget-text-editor\" data-id=\"f0f4b92\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Remember!<\/strong> Don\u2019t confuse trading costs with commissions\/fees!<\/p><ul><li><strong>Trading costs<\/strong> are associated with <strong>market impact<\/strong> and are <strong>implicit<\/strong> costs, which you incur through a <strong>higher average price of shares<\/strong>.<\/li><li><strong>Fixed fees<\/strong> and <strong>commissions<\/strong> are <strong>explicit<\/strong> (visible) costs that you <strong>pay directly to the broker<\/strong>.<\/li><\/ul><hr \/><p>Okay, having read the above, you should already grasp the topic and understand it well. Let\u2019s take a closer look at the definitions of these costs. You need the details and definitions to answer some tricky questions.<\/p><p><strong>Fixed fees<\/strong> &#8211; The fixed fees component includes all <strong>explicit<\/strong> fees, such as commissions, exchange fees, and taxes.<\/p><p><strong>Opportunity cost<\/strong> corresponds to the <strong>unexecuted<\/strong> shares of the order. It is the cost associated with <strong>not being able to transact the entire order<\/strong> at the manager\u2019s decision price and is due to adverse price movement over the trading period. Opportunity cost may also arise in times of insufficient market liquidity, when the fund is not able to find counterparties to complete the trade. The opportunity cost component provides managers with insight into missed profit opportunity for their investment idea. <br \/><strong>Important:<\/strong> With proper cost management practices, you can determine prior to the trade that you can&#8217;t purchase all the shares. This allows you to<strong> redirect your funds into the second-best investment<\/strong> and <strong>avoid opportunity costs<\/strong>.<\/p><p><strong>Execution cost<\/strong> corresponds to the shares that were <strong>transacted<\/strong> in the market. Execution cost occurs from the buying and\/or selling pressure of the order, which often causes buy orders to become more expensive and sell orders to decrease in value, thus causing the fund to incur higher costs and lower realized returns. Execution cost will also occur owing to price drift over the trading period. For example, buying stocks that are increasing in value over the trading period and selling stocks that are decreasing in value over the trading period<\/p><ul><li><strong>Delay cost<\/strong> arises when the order is <strong>not submitted to the market in a timely manner<\/strong> and the asset experiences adverse price movement, making it more expensive to transact. Delay cost is often caused by a delay in selecting the most appropriate broker or trading algorithm to execute the order and by adverse price movement (also known as price drift) over the trading period.<\/li><li><strong>Trading costs<\/strong> are <strong>implicit<\/strong> expenses associated with market impact, where the average price of shares filled is higher than desired due to factors such as market impact, rising market prices, liquidity constraints, order size, and volatility.<\/li><\/ul><hr \/><p>Let\u2019s review some <strong>types of prices<\/strong>:<\/p><ul><li><strong>Decision price.<\/strong> Represents the security price at the time the portfolio manager made the decision to buy or sell the security.<\/li><li><strong>Arrival price.<\/strong> The price of the security at the time the order is entered into the market for execution. (It applies to orders that are eventually filled. For example, if a trader placed an order yesterday when the price was $41, but no shares were filled, and tried again today when the price was $42 and the order is filled, the arrival price is $42, not $41.)<\/li><li><strong>Closing Price, Market on Close (MOC). <\/strong>The closing price of the security on the day is often used by index managers and mutual funds. These managers aim to achieve the closing price on the day and compare their actual transaction prices with the closing price, as this is the price at which their funds will be valued.<\/li><li><strong>Previous close.<\/strong> Refers to the security\u2019s closing price on the previous trading day.<\/li><li><strong>Opening Price<\/strong>. References the security\u2019s opening price for the day.<\/li><\/ul><p>There are other prices\/benchmarks, but they are rather irrelevant for discussing implementation shortfall.<\/p><hr \/><h3>Can the costs be negative?<\/h3><ul><li><strong>Fixed fees<\/strong>: Of course <strong><span style=\"color: #ff0000;\">not<\/span><\/strong>. No broker will pay you for trading. You always pay them.<\/li><li><strong>Opportunity costs<\/strong>: Probably <strong><span style=\"color: #ff0000;\">not<\/span><\/strong>. If you filled all the shares you wanted, the opportunity cost is zero. Buying more does not mean the opportunity cost is negative. Opportunity costs arise due to two reasons: adverse price movement or illiquidity.<ul><li><strong>Adverse price movements<\/strong> cause opportunity costs to be positive, as you end up paying more than intended.<\/li><li>In the case of <strong>illiquidity<\/strong>, if the price drops from $40 to $39 (due to delay), the portfolio manager is more motivated to buy shares. Negative opportunity costs, where the trader can&#8217;t buy all shares at the lower price, are unlikely. The manager would push to buy shares even with higher market impact, keeping the price still favorable. Thus, while we can imagine a highly improbable situation where a delay causes a price drop (price improvement), negative opportunity costs are highly improbable in practice.<\/li><\/ul><\/li><li><strong>Execution costs<\/strong>: <span style=\"color: #339966;\"><strong>Ye<span style=\"color: #339966;\">s<\/span>!<\/strong><\/span> These can be negative. Let&#8217;s split it further:<ul><li><strong>Delay costs<\/strong>: These can be negative. If your trader delayed entering the order and the security price fell, you will experience price improvement due to the delay cost.<\/li><li><strong>Trading costs<\/strong>: These too can be negative, but it is rarer than delay costs. Consider a case when you are buying in a falling market, and the trader splits your order into buckets. Each bucket of shares is bought at a lower price. In this case, the average price of shares can indeed be better than the decision price.<\/li><\/ul><\/li><\/ul><hr \/><h4>Costs as Basis Points (bps)<\/h4><p>Remember, a basis point is 1\/10,000, which equals 0.01% or 0.0001.<\/p><ul><li>1% is 100 bps.<\/li><li>10% is 1,000 bps.<\/li><li>100% is 10,000 bps.<\/li><\/ul><p>When measuring costs in Implementation Shortfall,<strong> you divide the costs by your intended position value<\/strong>. Let\u2019s analyze the above example:<\/p><p>Your intended position was $40 * 1,000 shares = $40,000.<\/p><p>Your costs:<\/p><ul><li><strong>Opportunity cost<\/strong>: $2,400 \/ $40,000 = 6% =<strong> 600 bps<\/strong><\/li><li><strong>Fixed fees<\/strong>: $35 \/ $40,000 = 0.0875% = <strong>8.75 bps<\/strong><\/li><li><strong>Execution cost<\/strong>: $2,100 \/ $40,000 = 5.25% = <strong>525 bps<\/strong><\/li><li><strong>Total costs<\/strong>: <strong>1133.75 bps<\/strong> (11.3375%). Let\u2019s check: $40,000 * 11.3375% = <strong>$4,535<\/strong><\/li><\/ul><p><strong>Pro-tip<\/strong>: Write the cost as a percentage (e.g., 5.25%), then remove the decimal point and replace \u201c%\u201d with \u201cbps\u201d (525 bps).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4aba7e elementor-widget elementor-widget-text-editor\" data-id=\"a4aba7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr \/><h3>Join the Conversation<\/h3><p>I encourage you to engage by commenting the post and sharing with your fellow CFA candidates. Your participation helps create a vibrant learning community where we can all benefit from shared knowledge and experiences.<\/p><p>Stay tuned for the next article!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The implementation shortfall (IS) metric is most important measure of trade cost used in finance. It&#8217;s important to note that: It\u2019s ex post (after the trade). Provide total cost measure associated with trading. Spans the time between investment decision is made by the portfolio manager up to completion of the trade by the trader. Allow [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":907,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[1],"tags":[],"class_list":["post-905","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","entry","has-media"],"rttpg_featured_image_url":{"full":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false],"landscape":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false],"portraits":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false],"thumbnail":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-150x150.jpg",150,150,true],"medium":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-300x100.jpg",300,100,true],"large":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-1024x341.jpg",1024,341,true],"1536x1536":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false],"2048x2048":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false],"ocean-thumb-m":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-600x388.jpg",600,388,true],"ocean-thumb-ml":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2-800x388.jpg",800,388,true],"ocean-thumb-l":["https:\/\/www.crowlair.com\/wp-content\/uploads\/2024\/07\/IS-example-part-2.jpg",1166,388,false]},"rttpg_author":{"display_name":"Crow","author_link":"https:\/\/www.crowlair.com\/?author=1"},"rttpg_comment":4,"rttpg_category":"<a href=\"https:\/\/www.crowlair.com\/?cat=1\" rel=\"category\">Uncategorized<\/a>","rttpg_excerpt":"The implementation shortfall (IS) metric is most important measure of trade cost used in finance. It&#8217;s important to note that: It\u2019s ex post (after the trade). Provide total cost measure associated with trading. Spans the time between investment decision is made by the portfolio manager up to completion of the trade by the trader. Allow&hellip;","_links":{"self":[{"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/posts\/905","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=905"}],"version-history":[{"count":13,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/posts\/905\/revisions"}],"predecessor-version":[{"id":921,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/posts\/905\/revisions\/921"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=\/wp\/v2\/media\/907"}],"wp:attachment":[{"href":"https:\/\/www.crowlair.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=905"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=905"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.crowlair.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=905"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}