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border-top","layout":"SIMPLE","id":"container-d2d57bbcb2",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"text_894059747":{"id":"text-7c9a07e0fc","additionalClasses":"seo-hub-hero__related-topic-label","text":"\u003Cp\u003EAnalytics Topics:\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-05"},"text":{"id":"text-8af539e775","additionalClasses":"related-topics ","text":"\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/analytics/business-intelligence/\"\u003EBusiness Intelligence\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/analytics/data-analysis/\"\u003EData Analysis\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small"}},":itemsOrder":["text_894059747","text"]},":type":"snowflake-site/components/flexible-column-container","isBlogPage":false,"isActiveTOC":false,"appliedCssClassNames":"snowflake-flexible-column-container-gray-10-bg"},"flexible_column_cont_663228916":{"id":"flexible-column-container-34780aefb9","propertiesId":"hub-body","type":"2-column-60-40","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"medium","bottomPadding":"medium","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"propertiesCSSClasses":"page-section","backgroundImageOption":"none","flexible_column_content_container_1":{"additionalClasses":"longform-content","layout":"SIMPLE","id":"hub-body-content",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"callout__0":{"id":"text-9d016c787c","additionalClasses":"callout callout--general","text":"\u003Cp\u003E\u003Cstrong\u003EBALANCED SCORECARD DEFINED\u003C/strong\u003E\u003C/p\u003E\n\u003Cp\u003EA balanced scorecard is a structured view of strategic performance that combines outcome measures with indicators of the customer, operational and organizational factors expected to influence those outcomes.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-05"},"text__0":{"id":"text-8c69e94c73","text":"\u003Cp\u003EOrganizations now have access to far more data about how the business operates than they did when \u003Ca href=\"https://www.hbs.edu/ris/Publication%20Files/10-074_0bf3c151-f82b-4592-b885-cdde7f5d97a6.pdf\" target=\"_blank\"\u003EKaplan and Norton introduced the Balanced Scorecard\u003C/a\u003E in 1992. Customer interactions, operational performance, product usage, workforce activity and financial results can all be measured at greater granularity and frequency, meaning that leaders have far more potential indicators to choose from. The challenge is deciding which measures actually belong in the strategy conversation and what the organization expects to happen among them.\u003C/p\u003E\n\u003Cp\u003EThe Balanced Scorecard framework gives organizations a way to make those choices. Across its financial, customer, internal business process, and learning and growth perspectives, measures are tied to strategic objectives and to one another.\u003C/p\u003E\n\u003Cp\u003EThe richness of the modern data environment also raises the bar for implementing the framework well. A measure that once came from a single report might now combine data from several systems, refresh continuously and be analyzed by region, product or customer segment. \u003Ca href=\"https://www.snowflake.com/en/lp/cdo-guide-measuring-ai-business-value/\"\u003ESnowflake Chief Data and Analytics Officer Anahita Tafvizi\u003C/a\u003E describes part of the modern CDO’s role as helping to “build systems that consistently translate data into results and guide the organization in measuring, learning and adapting along the way.”\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"title_what-is-a-balanced-scorecard":{"id":"title-v2-f21327a57a","additionalClasses":"anchor-title anchor-title--what-is-a-balanced-scorecard","type":"heading2","lines":["What is a balanced scorecard?"],":type":"snowflake-site/components/title-v2"},"text_what-is-a-balanced-scorecard_0":{"id":"text-8658aa1d1a","text":"\u003Cp\u003EThe Balanced Scorecard (sometimes abbreviated as BSC) is a strategy management framework that tracks performance across four perspectives: financial, customer, internal business processes, and learning and growth. Together, those perspectives connect financial results with the operating conditions and activities expected to produce them. Organizations use balanced scorecards to translate strategy into a set of linked objectives, measures, targets and initiatives that they can track over time.\u003C/p\u003E\r\n\u003Cp\u003ERobert Kaplan and David Norton introduced the Balanced Scorecard framework in the January–February 1992 issue of \u003Ci\u003EHarvard Business Review,\u003C/i\u003E drawing on a yearlong research project involving 12 companies. Their starting point was a limitation of conventional financial reporting: measures such as return on investment and earnings per share describe results of actions already taken, while offering less visibility into the capabilities, processes and customer outcomes shaping future performance.\u003C/p\u003E\r\n\u003Cp\u003EThe original framework organized the scorecard around four questions:\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003EHow do customers see us?\u003C/li\u003E\r\n\u003Cli\u003EWhat must we excel at?\u003C/li\u003E\r\n\u003Cli\u003EAre we continuing to improve and create value?\u003C/li\u003E\r\n\u003Cli\u003EHow do we look to shareholders?\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003EThe questions encouraged leaders to select a relatively small group of measures from different parts of the business and examine them together.\u003C/p\u003E\r\n\u003Cp\u003EThat distinction still separates a balanced scorecard from a general performance dashboard. A dashboard might contain sales, service levels, employee turnover and product adoption because stakeholders want to monitor them. A scorecard starts with strategic objectives and selects performance measures that indicate progress toward those objectives, including both leading indicators and lagging indicators.\u003C/p\u003E\r\n\u003Cp\u003EEach measure also needs something to compare against. A strategic objective such as improving customer retention, for example, might use renewal rate as its performance measure, establish a target for the year and set a threshold that triggers further investigation. Without those connections, a collection of business metrics provides visibility into performance without necessarily explaining the strategy behind it.\u003C/p\u003E\r\n\u003Cp\u003E\u003Ca href=\"https://www.snowflake.com/en/analytics/business-intelligence/strategy/\"\u003ERead our guide to business intelligence strategy >\u003C/a\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Ci\u003EWatch how Freddie Mac uses governed data and analytics to improve visibility into business performance and support faster decisions:\u003C/i\u003E\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"yt_what-is-a-balanced-scorecard_0":{"id":"embed-5e60a70137","youtubeVideoId":"N1X8-9BHo6Q","layout":"responsive","youtubeAspectRatio":"56.25","youtubeAutoPlay":false,"youtubeLoop":false,"youtubeMute":false,"youtubePlaysInline":false,"youtubeRel":false,"embeddableResourceType":"core/wcm/components/embed/v1/embed/embeddable/youtube","type":"EMBEDDABLE",":type":"snowflake-site/components/youtube"},"title_the-four-perspectives-of-the-balanced-scorecard":{"id":"title-v2-918305d5ba","additionalClasses":"anchor-title anchor-title--the-four-perspectives-of-the-balanced-scorecard","type":"heading2","lines":["The four perspectives of the balanced scorecard"],":type":"snowflake-site/components/title-v2"},"text_the-four-perspectives-of-the-balanced-scorecard_0":{"id":"text-e291170fa0","text":"\u003Cp\u003EThe four perspectives provide different views of performance, although their value comes from the relationships between them. For example, a strategy map might propose that stronger employee capabilities improve a particular process, that the process change improves a customer outcome, and that the customer outcome contributes to a financial result.\u003C/p\u003E\n\u003Cp\u003EThose links are hypotheses about how the strategy is expected to work. The organization has to then observe the measures over time and determine whether the proposed relationships hold.\u003C/p\u003E\n\u003Ch3\u003EFinancial perspective\u003C/h3\u003E\n\u003Cp\u003EThe financial perspective tracks outcomes such as revenue growth, operating margin, cash flow or return on capital. Financial measures are generally lagging indicators: by the time the result appears in a financial statement, many of the decisions and activities responsible for it have already occurred.\u003C/p\u003E\n\u003Cp\u003ESuppose an organization wants to increase recurring revenue from existing customers. Annual recurring revenue growth might serve as a financial performance measure, with a defined target and threshold. It shows whether the strategy ultimately produced the expected economic result, while earlier signals sit elsewhere in the scorecard.\u003C/p\u003E\n\u003Cp\u003EFor a government agency or nonprofit, the top-level outcome will often look different. Mission accomplishment, citizen outcomes or stakeholder value might occupy the highest position in the strategy map, with financial measures representing funding constraints or stewardship objectives. \u003Ca href=\"https://balancedscorecard.org/\" target=\"_blank\"\u003EThe Balanced Scorecard Institute\u003C/a\u003E, for example, documents public-sector implementations that alter and rename the traditional perspectives to fit the organization’s mission.\u003C/p\u003E\n\u003Ch3\u003ECustomer perspective\u003C/h3\u003E\n\u003Cp\u003EThe customer perspective asks how well the organization is delivering the value proposition its strategy promises. Measures might include retention, satisfaction, share of wallet, acquisition cost or another indicator tied to the organization’s customer objectives.\u003C/p\u003E\n\u003Cp\u003EIn the recurring-revenue example, renewal rate could act as a leading indicator of future recurring revenue. At the same time, renewal rate is a lagging indicator of earlier experiences with product quality, support or account management. The role of an indicator depends on its position in the strategy being examined.\u003C/p\u003E\n\u003Ch3\u003EInternal business process perspective\u003C/h3\u003E\n\u003Cp\u003EInternal business process measures track the work required to deliver the customer outcome. Depending on the strategy, that might include fulfillment time, defect rate, first-contact resolution, product-release cycle time or cost to serve.\u003C/p\u003E\n\u003Cp\u003EIf customer retention depends partly on service quality, for example, first-contact resolution might serve as a leading indicator of customer satisfaction or renewal. A scorecard should include it only when leaders have a strategic reason to expect that relationship.\u003C/p\u003E\n\u003Cp\u003EKaplan and Norton framed this perspective with a deliberately selective question: What must we excel at? The wording helps keep an operational metric inventory from spilling into the scorecard. Many processes deserve management attention, but relatively few need to sit on the organization’s primary strategy scorecard.\u003C/p\u003E\n\u003Ch3\u003ELearning and growth perspective\u003C/h3\u003E\n\u003Cp\u003EOriginally described as innovation and learning, this perspective covers the capabilities required to improve the processes above it. Depending on the strategy, measures might address workforce skills, information availability, employee engagement or another form of organizational capacity.\u003C/p\u003E\n\u003Cp\u003EConsider a service organization rolling out a new support model. The percentage of service employees who demonstrate proficiency in the new system could serve as a leading indicator for first-contact resolution, which in turn feeds the customer and financial objectives higher in the strategy map.\u003C/p\u003E\n\u003Cp\u003ELearning and growth measures deserve the same specificity as measures elsewhere in the scorecard. Training hours alone, for instance, say little about whether people developed the capability the strategy requires. A stronger measure identifies the capability itself and a meaningful way to assess it.\u003C/p\u003E\n\u003Cp\u003EAcross all four perspectives, the same basic components connect measurement to action: strategic objectives, performance measures, targets and strategic initiatives. Objectives describe the intended result, measures show progress, targets establish the expected level of performance and initiatives identify work intended to move the measure.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"card_v2_the-four-perspectives-of-the-balanced-scorecard_0":{"id":"card-v2-b660c80139","additionalClasses":"seo-customer","configurationStatus":{"configured":true,"message":""},":type":"snowflake-site/components/card-v2","title":{"id":"title","type":"heading4","lines":["Under Armour"],":type":"snowflake-site/components/title-v2"},"button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/customers/all-customers/case-study/under-armour/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Read the full case study"},"image":{"id":"image","height":"351","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--4038893f-c777-401a-b624-8b0357dbe5e9/underarmour%25403x.png?preferwebp=true&quality=85","alt":"Under Armour logo","lazyEnabled":true,"isLcpImage":false,"width":"624",":type":"snowflake-site/components/image"},"type":"content-card","text":{"id":"text","text":"\u003Cp\u003EUnder Armour uses Snowflake as a shared data foundation for reporting and analytics, helping teams work from consistent information instead of reconciling different calculations. Its “golden report” approach anchors analytical insights in established metrics and definitions, providing a trusted reference point as users investigate business performance.\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text"},"layoutStyle":"horizontal"},"title_from-strategy-map-to-scorecard-how-one-is-built":{"id":"title-v2-6f18bea875","additionalClasses":"anchor-title anchor-title--from-strategy-map-to-scorecard-how-one-is-built","type":"heading2","lines":["From strategy map to scorecard: how one is built"],":type":"snowflake-site/components/title-v2"},"text_from-strategy-map-to-scorecard-how-one-is-built_0":{"id":"text-16ad963ed6","text":"\u003Cp\u003EA balanced scorecard starts upstream of the metrics. The organization first establishes what it’s trying to accomplish, then describes the relationships among those objectives before choosing the measures that will test them.\u003C/p\u003E\n\u003Cp\u003EThe Balanced Scorecard Institute formalizes implementation through a nine-step methodology, which moves from assessment and strategy development through measurement, automation, alignment and evaluation. A practical build sequence looks like this:\u003C/p\u003E\n\u003Col\u003E\n\u003Cli\u003E\u003Cstrong\u003EDefine strategic objectives:\u003C/strong\u003E Start with specific outcomes the organization needs to improve, such as increasing customer retention, shortening order fulfillment time or improving a mission outcome.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EBuild the strategy map:\u003C/strong\u003E Place those objectives across the relevant perspectives and draw the proposed cause-and-effect relationships among them. A strategy map gives leaders a one-page view of the strategic hypothesis: if capability A improves, process B should improve, followed by customer outcome C and financial or mission outcome D. The strategy maps should show the logical cause-and-effect connections among strategic objectives.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EChoose performance measures:\u003C/strong\u003E Select indicators that provide evidence for each objective and its place in the strategy map. Some measures will capture results already produced; others should provide an earlier signal of progress.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003ESet targets and thresholds:\u003C/strong\u003E Give each measure a defined expectation. A target establishes the desired result, while thresholds help teams identify performance that requires attention before the next formal strategy review.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EConnect strategic initiatives:\u003C/strong\u003E Initiatives should have an explicit relationship to the objectives and measures they’re intended to influence. That makes it possible to evaluate the work alongside the resulting performance.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EAlign and cascade the scorecard:\u003C/strong\u003E Business units, departments and teams then connect their objectives and measures to the higher-level strategy.\u003C/li\u003E\n\u003C/ol\u003E\n\u003Cp\u003EThe last step creates an easily overlooked measurement problem. If an enterprise scorecard uses customer retention and a business unit reports a different calculation under the same name, the lower-level measure can’t cleanly feed into the enterprise view.\u003C/p\u003E\n\u003Cp\u003EA measure specification helps prevent that drift. For every scorecard measure, document the precise definition and formula, source data, named owner, refresh cadence, target and threshold. Where calculations depend on filters, exclusions or a particular reporting grain, those details belong in the specification as well.\u003C/p\u003E\n\u003Cp\u003EDocumentation is fairly mundane compared with building a strategy map, but it carries a large share of the operational load. When a metric moves unexpectedly, teams need to know whether business performance changed, the underlying data changed or the measure itself was redefined.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"callout_from-strategy-map-to-scorecard-how-one-is-built_0":{"id":"text-d70df86702","additionalClasses":"callout callout--tip","text":"\u003Cp\u003E\u003Cstrong\u003EQUICK TIP\u003C/strong\u003E\u003C/p\u003E\n\u003Cp\u003EWrite a measure specification before cascading a metric to other teams. Capture its formula, source data, owner, refresh cadence, target and threshold so every level of the scorecard evaluates the same thing.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-05"},"title_balanced-scorecard-vs-kpi-vs-okr":{"id":"title-v2-2f06249c3a","additionalClasses":"anchor-title anchor-title--balanced-scorecard-vs-kpi-vs-okr","type":"heading2","lines":["Balanced scorecard vs. KPI vs. OKR"],":type":"snowflake-site/components/title-v2"},"text_balanced-scorecard-vs-kpi-vs-okr_0":{"id":"text-6ae4cbc08c","text":"\u003Cp\u003EBalanced scorecards, KPIs and OKRs all involve measurement, though they operate at different levels of a management system.\u003C/p\u003E\r\n\u003Ch3\u003EBalanced scorecard vs. KPI\u003C/h3\u003E\r\n\u003Cp\u003EA \u003Ca href=\"https://www.snowflake.com/en/analytics/business-intelligence/kpi/\"\u003EKPI\u003C/a\u003E is an individual measure used to track performance against an important objective. A balanced scorecard organizes a selected group of measures within an explicit strategy, showing how the organization expects objectives across several perspectives to relate.\u003C/p\u003E\r\n\u003Cp\u003EA customer retention KPI, for example, might appear in many operational reports. Inside a balanced scorecard, that same KPI sits alongside a strategic objective, target, initiative and proposed relationship to other measures.\u003C/p\u003E\r\n\u003Ch3\u003EBalanced scorecard vs. OKR\u003C/h3\u003E\r\n\u003Cp\u003EObjectives and key results (OKRs) organize goals and measurable results around a planning and execution cadence. Balanced scorecards provide an ongoing structure for expressing strategy through linked objectives and performance measures.\u003C/p\u003E\r\n\u003Cp\u003EOrganizations that use both often connect them. A standing scorecard might identify customer retention as a strategic objective and track renewal rate over several years, while a team’s current OKR addresses a specific improvement expected to influence that measure during the next planning period.\u003C/p\u003E\r\n\u003Cp\u003ETheir review cadences need to line up closely enough for those relationships to stay useful. If execution teams respond to performance weekly while the relevant strategic indicators receive attention only several months later, leaders have less opportunity to connect current work with changes in the scorecard.\u003C/p\u003E\r\n\u003Ch3\u003EBalanced scorecard vs. a North Star Metric\u003C/h3\u003E\r\n\u003Cp\u003EA North Star Metric concentrates attention on one measure closely associated with the value an organization or product delivers. A balanced scorecard deliberately retains several perspectives, acknowledging that one metric rarely describes the full set of conditions behind organizational performance.\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"title_why-balanced-scorecards-stall-the-definition-problem":{"id":"title-v2-c312e9ca79","additionalClasses":"anchor-title anchor-title--why-balanced-scorecards-stall-the-definition-problem","type":"heading2","lines":["Why balanced scorecards stall: the definition problem"],":type":"snowflake-site/components/title-v2"},"text_why-balanced-scorecards-stall-the-definition-problem_0":{"id":"text-260dd17567","text":"\u003Cp\u003EThe four perspectives are straightforward, but keeping the system strategically useful over time requires overcoming challenges related to defining and managing metrics.\u003C/p\u003E\n\u003Ch3\u003EExisting metrics get sorted into four categories\u003C/h3\u003E\n\u003Cp\u003EOne common implementation starts with the measures the organization already reports, distributes them among the four perspectives and labels the resulting collection a balanced scorecard.\u003C/p\u003E\n\u003Cp\u003EThe result often lacks the strategic relationships that give the framework its structure. Revenue might sit under financial, satisfaction under customer, cycle time under internal process and training hours under learning and growth, yet nothing establishes why those particular measures were selected or how movement in one should relate to another.\u003C/p\u003E\n\u003Cp\u003EA robust strategy map corrects that problem upstream. Each performance measure earns its place through an objective and an expected role in the strategic hypothesis.\u003C/p\u003E\n\u003Ch3\u003ECollection creates its own reporting workload\u003C/h3\u003E\n\u003Cp\u003EScorecard programs often stumble when assembling them requires repeated manual work. If a measure requires someone to export a spreadsheet, clean it, reconcile it with another source and rebuild the calculation before every review, reporting consumes time that could otherwise go toward interpreting performance.\u003C/p\u003E\n\u003Cp\u003EOver time, organizations tend to retain the measures that are easiest to produce. Strategically useful indicators with high collection costs receive less frequent updates or disappear from the scorecard altogether.\u003C/p\u003E\n\u003Cp\u003EThe refresh cadence should follow the review cadence and the type of signal involved. A leading operational indicator refreshed only once a quarter offers little early warning during a monthly management cycle.\u003C/p\u003E\n\u003Ch3\u003EBusiness definitions drift across systems and teams\u003C/h3\u003E\n\u003Cp\u003EA deeper problem appears when the same business term resolves to different calculations. “Revenue” might be based on bookings in one report and recognized revenue in another, for example. Or the product team might define “active customer” as a login within 30 days, but the finance team might define it as an account that’s billed during the current quarter.\u003C/p\u003E\n\u003Cp\u003EAs \u003Ca href=\"https://www.snowflake.com/en/blog/engineering/how-to-build-semantic-view/\"\u003ESnowflake Senior Product Manager Abhinav Vadrevu\u003C/a\u003E puts it, “Business definitions are inherently collective.” A term such as \u003Cem\u003Erevenue\u003C/em\u003E or \u003Cem\u003Eactive customer\u003C/em\u003E often reflects decisions accumulated across reporting, analysis and business processes, which makes documenting the agreed definition especially important when the measure appears on an enterprise scorecard.\u003C/p\u003E\n\u003Cp\u003EAt enterprise scale, a single source of truth for a scorecard should include one governed definition and an authoritative path to the data used to calculate it, even when the underlying records span several systems. This requires agreement on business definitions as well as technical implementation.\u003C/p\u003E\n\u003Ch3\u003EMeasures create incentives of their own\u003C/h3\u003E\n\u003Cp\u003EOnce a measure has a target, people have a reason to improve the number. Sometimes the number improves while the underlying objective does not. A service team employee who’s measured only on average handling time, for example, has an incentive to end calls quickly even when the customer’s problem remains unresolved. Pairing an efficiency metric with a quality or outcome metric gives leaders a better view of the trade-off.\u003C/p\u003E\n\u003Cp\u003EThe strategy map itself deserves scrutiny as well. If the organization predicts that additional training will improve first-contact resolution, which will improve satisfaction and in turn improve retention, the scorecard provides an opportunity to examine whether those relationships appear in the data. When they don’t, the strategy — or the measurement design — needs another look.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"callout_why-balanced-scorecards-stall-the-definition-problem_0":{"id":"text-7669d1137a","additionalClasses":"callout callout--warning","text":"\u003Cp\u003E\u003Cstrong\u003ECOMMON PITFALL\u003C/strong\u003E\u003C/p\u003E\n\u003Cp\u003EA common mistake is using the same metric name at multiple levels without checking the underlying definition. If “retention” or “revenue” is calculated differently across teams, the measures may appear aligned while the roll-up tells a different story.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-05"},"title_what-a-balanced-scorecard-needs-from-the-data-layer-underneath-it":{"id":"title-v2-973237ca25","additionalClasses":"anchor-title anchor-title--what-a-balanced-scorecard-needs-from-the-data-layer-underneath-it","type":"heading2","lines":["What a balanced scorecard needs from the data layer underneath it"],":type":"snowflake-site/components/title-v2"},"text_what-a-balanced-scorecard-needs-from-the-data-layer-underneath-it_0":{"id":"text-8778e9a738","text":"\u003Cp\u003EOnce a scorecard covers multiple systems, teams and reporting tools, the measurement design has technical requirements of its own. Treating the scorecard as a data product helps make those requirements explicit.\u003C/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003EGoverned metric definitions:\u003C/strong\u003E Store the formula, aggregation rules, joins and relevant business logic in a reusable semantic model, semantic view or comparable governed layer. Dashboards, reports and analytical interfaces should reference that shared logic instead of reproducing calculations independently.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EChange history for definitions:\u003C/strong\u003E Record changes to the measure and its logic, ideally through versioned definitions. During a strategy review, teams should be able to distinguish a genuine performance change from a change in calculation.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EA named owner:\u003C/strong\u003E Give each measure an accountable person who owns its business definition and coordinates changes. Team ownership alone often leaves unclear who approves a new exclusion, filter or calculation rule.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EAn appropriate refresh cadence:\u003C/strong\u003E Align data refreshes with how quickly the indicator is expected to provide useful information. A monthly strategy review doesn’t require every measure in real time, while a leading indicator intended to surface emerging operational problems needs enough freshness to do that job.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003ELineage back to source:\u003C/strong\u003E Preserve a path from the scorecard number through its transformations and calculations to the underlying data. When a value looks wrong, analysts and controllers need a practical way to investigate where it came from.\u003C/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EA way to investigate follow-up questions:\u003C/strong\u003E A top-level measure usually opens the discussion. If retention falls, the next questions concern region, segment, product, cohort or another contributing factor. Analytical interfaces should support that drill-down using the same metric definitions that produced the scorecard.\u003C/li\u003E\n\u003C/ul\u003E\n\u003Cp\u003EFor semantic and conversational systems, tested reference queries add another useful control. A set of known questions and expected calculations gives teams a way to check whether changes to the semantic model still return the intended results. In systems that support verified queries, those examples also provide additional context for translating business questions into the correct analytical logic.\u003C/p\u003E\n\u003Cp\u003EThese controls support a broader goal: the number displayed in the scorecard should remain reproducible. A finance leader, strategy team or analyst looking at the same measure should have access to its definition, understand its source and reach the same result from the same governed logic.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"title_running-a-balanced-scorecard-on-snowflake":{"id":"title-v2-c30d7b287a","additionalClasses":"anchor-title anchor-title--running-a-balanced-scorecard-on-snowflake","type":"heading2","lines":["Running a balanced scorecard on Snowflake"],":type":"snowflake-site/components/title-v2"},"text_running-a-balanced-scorecard-on-snowflake_0":{"id":"text-22c4b91ea4","text":"\u003Cp\u003EA governed metric layer in Snowflake can support BI and analytical applications while also providing consistent definitions and business logic for balanced scorecard measures.\u003C/p\u003E\n\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/views-semantic/overview\"\u003ESnowflake Semantic Views\u003C/a\u003E store business concepts directly as schema-level database objects, including metrics, dimensions and relationships. A measure such as \u003Cem\u003Enet revenue, retention\u003C/em\u003E or \u003Cem\u003Ecost\u003C/em\u003E to serve can carry its business definition alongside the data used to calculate it, with a consistent aggregation method available to downstream consumers.\u003C/p\u003E\n\u003Cp\u003EFor follow-up analysis, \u003Ca href=\"https://www.snowflake.com/en/developers/guides/getting-started-with-cortex-analyst/\"\u003ECortex Analyst\u003C/a\u003E uses Semantic Views to translate natural-language questions into SQL against structured data. A strategy leader reviewing retention, for example, could move from the top-level measure into questions about region or product while continuing to use the metric definitions encoded in the Semantic View. Verified queries provide tested question-and-SQL examples that help improve accuracy for recurring analytical questions.\u003C/p\u003E\n\u003Cp\u003E\u003Ca href=\"https://www.snowflake.com/en/product/snowflake-cowork/\"\u003ESnowflake CoWork\u003C/a\u003E extends natural-language analysis into a broader work-agent experience, while Snowflake Horizon Context brings business definitions and related context into \u003Ca href=\"https://www.snowflake.com/en/product/features/horizon/\"\u003ESnowflake Horizon Catalog\u003C/a\u003E. Together, those capabilities are designed to keep AI and BI interactions grounded in governed business logic instead of requiring each interface to reconstruct the meaning of a measure independently.\u003C/p\u003E\n\u003Cp\u003EInteroperability is relevant to scorecards as well, since strategic measures often appear across several BI and analytical tools. Snowflake helped launch \u003Ca href=\"https://www.snowflake.com/en/blog/open-semantic-interchanges-specs-finalized/\"\u003EOpen Semantic Interchange\u003C/a\u003E, an effort to create an open specification for exchanging semantic definitions across systems. In July 2026, the project entered the Apache Software Foundation incubator under the name Apache Ossie (Incubating), carrying forward the same goal of portable semantic metadata.\u003C/p\u003E\n\u003Cp\u003EThe practical capabilities are straightforward: define the measure once, govern the logic, preserve its history and give each consumer a consistent way to interpret it. That foundation leaves the strategy review focused on what the measures indicate about performance — and whether the relationships in the strategy are actually unfolding as expected.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"title_turning-strategy-into-measurable-performance":{"id":"title-v2-90006b508f","additionalClasses":"anchor-title anchor-title--turning-strategy-into-measurable-performance","type":"heading2","lines":["Turning strategy into measurable performance"],":type":"snowflake-site/components/title-v2"},"text_turning-strategy-into-measurable-performance_0":{"id":"text-144ba03070","text":"\u003Cp\u003EA balanced scorecard is most useful when it gives leaders a disciplined way to test how strategy is playing out across the organization. As more business activity becomes measurable, organizations need to make sure the measures on the scorecard remain consistently defined, tied to clear objectives and comparable over time. When those foundations are in place, the scorecard gives strategy reviews a structured way to examine whether the relationships the organization expected to see are actually showing up in performance.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-color-text-05"},"callout_turning-strategy-into-measurable-performance_0":{"id":"text-bf38ac37c6","additionalClasses":"callout callout--general","text":"\u003Cp\u003E\u003Cstrong\u003EKEY TAKEAWAY\u003C/strong\u003E\u003C/p\u003E\n\u003Cp\u003EA balanced scorecard is most useful when its measures form a coherent model of the strategy, with enough consistency to track whether the expected relationships among capabilities, processes, customer outcomes and financial results actually hold.\u003C/p\u003E","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular 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