{"id":61892,"date":"2026-05-22T09:06:04","date_gmt":"2026-05-22T16:06:04","guid":{"rendered":"https:\/\/www.kochava.com\/?p=61892"},"modified":"2026-05-26T14:54:40","modified_gmt":"2026-05-26T21:54:40","slug":"last-mile-of-confidence-making-cross-media-measurement-decision-ready","status":"publish","type":"post","link":"https:\/\/www.kochava.com\/ko\/blog\/last-mile-confidence-making-cross-media-measurement-decision-ready\/","title":{"rendered":"Last Mile of Confidence: Making Cross-Media Measurement Decision-Ready"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; row_position_desktop=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n<h2>CIMM and 4As map the confidence gap behind cross-media measurement<\/h2>\r\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n\r\n<details><summary><strong>TL;DR Summary<\/strong>\r\nCross-media measurement confidence is the defining challenge facing senior performance marketers today. This is not because data is scarce, but because it doesn\u2019t reconcile. In <em>The Paradox of Plenty: Advertisers\u2019 Perspectives on the State of Measurement<\/em> (CIMM + 4As, March 2026), 39% of advertisers rate <strong>media performance<\/strong> as the single most important measurement domain. Yet confidence erodes when results require stitching systems together and reconciling \u201cblack box\u201d methodologies. The practical problem isn\u2019t lack of metrics but rather interoperability: mismatched definitions, incompatible identity frameworks, and manual reconciliation that slow decisions and weaken the internal narratives marketers need to defend their budgets.<\/summary><\/details>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]<img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-61924\" src=\"https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-1024x540.png\" alt=\"\" width=\"530\" height=\"280\" srcset=\"https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-1024x540.png 1024w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-300x158.png 300w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-768x405.png 768w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-1536x811.png 1536w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/05\/LatMileOfConfidence-Blog_IMG1@3x-8-2048x1081.png 2048w\" sizes=\"auto, (max-width: 530px) 100vw, 530px\" \/>Somewhere between the third dashboard tab and the fourth competing attribution report, the nerve center goes dark\u2014command becomes confusion.\r\n\r\nReach on one screen. ROAS on another. Attribution paths spidering across tabs. Attention scores pulsing like vitals on a monitor nobody fully trusts. Until the moment someone asks the question that actually matters: <em>So what happened, and what do we do next?<\/em>\r\n\r\nThe question lands differently when you\u2019re holding 11 dashboards that don\u2019t agree. And according to a new study from the <a href=\"https:\/\/cimm-us.org\/\" target=\"_blank\" rel=\"noopener\"><strong>Coalition for Innovative Media Measurement (CIMM)<\/strong><\/a> and <a href=\"https:\/\/www.aaaa.org\/\" target=\"_blank\" rel=\"noopener\"><strong>4As<\/strong><\/a>, it lands that way far more often than the industry\u2019s measurement ambitions would suggest.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n<h2>The Paradox of Plenty<\/h2>\r\nThe study\u2019s title precisely names the condition: Advertisers have never been more data-rich\u2014first-party data integrated with second- and third-party sources, identity graphs layered in, advanced analytics running across performance, attribution, brand impact, attention, and verification. The measurement toolkit has never been more complete.\r\n\r\nAnd yet\u2026[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;61923&#8243; image_size=&#8221;full&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;2\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]What the research actually surfaces isn\u2019t a crisis of data quality but an organizational one: too many systems issuing competing verdicts, too many inputs demanding priority, no reliable mechanism for getting them to land on the same answer. One gaming executive interviewed for the study was direct: \u201cWe\u2019re drowning in dashboards. We don\u2019t need another report. We need a single version of reality.\u201d\r\n\r\nPerformance optimization isn\u2019t the problem. What breaks down is the next step: translating the optimizations into a coherent account of what worked, why it worked, and what to do with this information when the CFO is in the room. The dashboards never stop refreshing. But this isn\u2019t the same as a clear answer.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]The research reflects genuine scale and seniority: 197 experienced US brand marketers (director-level and above; annual marketing budgets exceeding $50 million) surveyed by NewtonX, supplemented by 16 deep-dive executive interviews spanning companies including Google, T-Mobile, Mastercard, Intuit, and Toyota.\r\n<h2>Not One Advertiser\u2026Three<\/h2>\r\nOne of the study\u2019s most compelling presentations is a taxonomy of measurement orientation cutting across industry categories. The researchers identify three distinct advertiser profiles, each with its own relationship to confidence, speed, and rigor.\r\n\r\n<strong>Fast Proof Advertisers<\/strong>\u2014retail and financial services, primarily\u2014run on observed outcomes. Conversions, ROAS, lift tests, same-day optimization signals: These are the metrics that carry weight internally because they\u2019re the ones that don\u2019t require explanation. When these signals go quiet or contradict each other, confidence doesn\u2019t erode gradually\u2014it drops. Everything, as one QSR executive put it, \u201cladders to ROI and incrementality.\u201d\r\n\r\n<strong>Comparable Proof Advertisers<\/strong>\u2014CPG, pharma, auto, travel\u2014operate in a world of indirect signals and long purchase cycles. Their measurement philosophy is built around consistency: If two channels can\u2019t be compared in a shared framework, data from both becomes harder to trust. Opacity and nonstandard methodology are the enemies. Anything that makes the numbers harder to line up is a problem. An auto executive was direct: \u201cWe look for consistency. The most important thing is that we can compare channels in the same language.\u201d\r\n\r\n<strong>Future Proof Advertisers<\/strong>\u2014technology and SaaS\u2014want it all: the causal clarity of a<em><strong> fast proof<\/strong> <\/em>operation and methodological rigor of a <strong><em>comparable proof<\/em><\/strong> one. They\u2019re the most ambitious and, by the study\u2019s own measure, the most frustrated, because the gap between what measurement currently delivers and what this cohort needs is wider here than elsewhere in the sample. One tech executive states, \u201cIf I can\u2019t see the signal in near-real time, I can\u2019t optimize against it, so the measurement is incomplete.\u201d\r\n\r\nThe taxonomy cuts through what can look like random variation in advertiser behavior. The same tools produce disparate confidence levels depending on who\u2019s running them. What counts as proof isn\u2019t universal\u2014it\u2019s shaped by industry, operating model, and the internal audience a marketer ultimately must satisfy.\r\n<h2>Where Confidence Lives\u2014and Where It Doesn\u2019t<\/h2>\r\nThe study maps cross-media measurement confidence across seven measurement domains. Media performance\u2014CTR, CPA, ROAS, sales lift\u2014is the clear leader: 39% of respondents deem it the single most important domain, and it functions as the universal boardroom metric for budget justification. Attribution metrics rank second at 20%; brand impact is third at 17%.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/4&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;61922&#8243; image_size=&#8221;full&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]<em>Share of advertisers rating media domains as \u201csingle most important\u201d<\/em>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/4&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]The story gets instructive from here. Confidence in attention metrics, attribution, and verification is consistently tempered; these domains are repeatedly described in executive interviews as \u201cblack boxes.\u201d Advertisers value them conceptually but are cautious about using them as primary decision inputs until methodology is more transparent and results more comparable across partners.\r\n\r\nConfidence tracks with observability. Metrics you can count and explain in plain language survive internal challenges. Metrics requiring methodology footnotes before they can be explained face an uphill battle, not because the math is bad, but because the room stops listening before the explanation lands.\r\n\r\nAs Zuber Nosimohomed, President of TechEdge, frames it: \u201cThe future of measurement isn\u2019t about replacing current signals\u2014it\u2019s about making them work better together. Hybrid measurement that combines panels and digital data brings clarity to a complex landscape, but its value depends on access, usability, and the ability to turn data into meaningful insights.\u201d\r\n\r\nSuch framing cuts to the core of the study\u2019s argument: <strong>Low cross-media measurement confidence isn\u2019t about instrumentation\u2014it\u2019s integration.<\/strong>\r\n<h2>Four Gaps the Industry Has to Close<\/h2>\r\nThe study identifies four structural gaps: definitional inconsistency across platforms, methodological opacity inside black-box systems, innovation outpacing governance, and infrastructure that can\u2019t be joined. Each maps directly to a specific confidence failure surfaced by the research.\r\n\r\nThe first failure is <strong>foundational<\/strong>: no shared language. Without agreed definitions for what a reach point means, what an impression counts as, or how identity resolves across platforms, every cross-channel comparison starts from a different place. No way to build comparability atop that.\r\n\r\nThe second is <strong>transparency<\/strong>: Black-box systems that can\u2019t be independently reviewed or calibrated against other vendors erode confidence fast, especially when results have to survive a finance team review. Advertisers don\u2019t need simpler measurement; they need explainable measurement.\r\n\r\nThe third is <strong>governance<\/strong>: The vast majority of advertisers agree that AI will meaningfully reshape measurement in the next 3 to 5 years, but confidence in these innovations stalls without the shared standards and norms that allow experimentation to scale safely.\r\n\r\nThe fourth gap is <strong>structural<\/strong>. When 80% of advertisers are running simultaneously across streaming, social, search, broadcast, and digital video\u2014each governed by its own definitions of what an audience is, what a view counts as, and how performance gets denominated\u2014the problem isn\u2019t channel-level. It\u2019s what happens when you try to hold all of it in a single frame. The numbers don\u2019t speak the same language, and no amount of additional instrumentation fixes a translation problem.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-4-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;3\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;2px&#8221; column_border_color=&#8221;#00B3E3&#8243; column_border_style=&#8221;solid&#8221; enable_border_animation=&#8221;true&#8221; column_padding_type=&#8221;default&#8221; content_layout=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n<h4>Bridging the gap: Kochava helps marketers close the last mile.<\/h4>\r\nThe gaps identified in the CIMM + 4As study\u2014fragmented signals, incompatible definitions, outputs that don\u2019t reconcile\u2014are the exact problems Kochava\u2019s omnichannel measurement platform is designed to solve.\r\n\r\nOne practical answer is unifying MMM and last-touch attribution into a coherent measurement story. <a href=\"https:\/\/www.kochava.com\/blog\/unifying-mmm-last-touch-modern-marketers-edge\/\" target=\"_blank\" rel=\"noopener\">Here\u2019s how Kochava approaches it<\/a>.\r\n\r\nIf your stack is producing data but not decisions, <a href=\"https:\/\/www.kochava.com\/company\/contact\/\">let\u2019s chat<\/a>.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; top_padding=&#8221;20&#8243; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]The study\u2019s overall verdict is steadier than the confidence data might suggest. Nine in ten advertisers don\u2019t anticipate severe measurement barriers over the next 3 to 5 years. Cross-platform measurement, signal loss, and incrementality register as friction, not existential threats. Advertisers have learned to live with it. They\u2019ve rewired workflows, recalibrated expectations, and made fragmentation something close to routine.\r\n\r\nWhat they haven\u2019t solved is the last mile: the ability to take multiple measurement systems and produce one coherent story they can take upstairs. As one advertiser puts it: \u201cThe data is there. The question is what counts.\u201d[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;3\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;Full Width Line&#8221; line_thickness=&#8221;3&#8243; divider_color=&#8221;default&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n<h4>\u201cThe future of measurement isn\u2019t about replacing current signals\u2014it\u2019s about making them work better together.&#8221;<\/h4>\r\n<em>Zuber Nosimohomed, President, TechEdge<\/em>[\/vc_column_text][divider line_type=&#8221;Full Width Line&#8221; line_thickness=&#8221;3&#8243; divider_color=&#8221;default&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221;]\r\n<h2><em><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-61445\" style=\"padding-right: 20px\" src=\"https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-300x176.png\" alt=\"\" width=\"480\" height=\"282\" srcset=\"https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-300x176.png 300w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-1024x602.png 1024w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-768x451.png 768w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-1536x903.png 1536w, https:\/\/www.kochava.com\/wp-content\/uploads\/2026\/04\/CIMM-4As-Advertisers-Perspectives-on-the-State-of-Measurement-Executive-Summary-March-2026-v2-2048x1204.png 2048w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/strong><\/em>The Full Picture<\/h2>\r\n<em><strong>The Paradox of Plenty <\/strong><\/em>goes deeper on advertiser confidence by sector, distinct measurement of first-party-data-led organizations, role of agency vs. in-house media models for workflows, and specific expectations advertisers carry for AI-enabled and privacy-preserving infrastructure. For senior performance marketers looking to rebuild cross-media measurement confidence within a fragmented ecosystem, it\u2019s an operational map. As a cosponsor of the study alongside Nielsen and TechEdge, Kochava is making the executive summary available for download. <a href=\"https:\/\/www.kochava.com\/content\/cimm-4as-state-of-measurement\/\"><strong>Get your copy now<\/strong><\/a>.\r\n\r\nThe nerve center never has to go dark. But the signal becomes an answer only when the systems behind it finally agree.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221;&#8230;<\/p>\n","protected":false},"author":79,"featured_media":61921,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[230],"tags":[],"class_list":{"0":"post-61892","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-industry-2"},"_links":{"self":[{"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/posts\/61892","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/users\/79"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/comments?post=61892"}],"version-history":[{"count":5,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/posts\/61892\/revisions"}],"predecessor-version":[{"id":61949,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/posts\/61892\/revisions\/61949"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/media\/61921"}],"wp:attachment":[{"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/media?parent=61892"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/categories?post=61892"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kochava.com\/ko\/wp-json\/wp\/v2\/tags?post=61892"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}