{"product_id":"customer-effort-score","title":"Customer Effort Score Calculator","description":"\u003cstyle\u003e\n.ces-calculator {\n  --ink: #0f172a;\n  --muted: #475569;\n  --border: #e2e8f0;\n  --surface: #ffffff;\n  --tint: #f8fafc;\n  --primary: #1d4ed8;\n  --accent: #c2410c;\n  --accent-hover: #9a3412;\n  --chart-1: #1e40af;\n  --chart-2: #0d9488;\n  --chart-3: #7c3aed;\n  --chart-4: #be185d;\n  --chart-5: #334155;\n  color: var(--ink);\n  font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Helvetica, Arial, sans-serif;\n  font-size: 15px;\n  line-height: 1.55;\n  width: 100%;\n  max-width: 1200px;\n  margin: 0 auto;\n  background: var(--surface);\n}\n.ces-calculator,\n.ces-calculator *,\n.ces-calculator *::before,\n.ces-calculator *::after { box-sizing: border-box; min-width: 0; }\n.ces-calculator h2,\n.ces-calculator h3,\n.ces-calculator p { margin-top: 0; }\n.ces-calculator a { color: var(--primary); text-underline-offset: 2px; }\n.ces-calculator a:hover { text-decoration-thickness: 2px; }\n.ces-calculator button,\n.ces-calculator input,\n.ces-calculator select { font: inherit; }\n.ces-calculator button,\n.ces-calculator select { cursor: pointer; }\n.ces-calculator button:focus-visible,\n.ces-calculator input:focus-visible,\n.ces-calculator select:focus-visible,\n.ces-calculator a:focus-visible {\n  outline: 3px solid rgba(29, 78, 216, .32);\n  outline-offset: 2px;\n}\n.ces-shell { border: 1px solid var(--border); border-radius: 8px; background: var(--surface); box-shadow: 0 1px 2px rgba(15,23,42,.06); overflow: clip; }\n.ces-header { padding: 24px; border-bottom: 1px solid var(--border); background: linear-gradient(180deg, #ffffff 0%, var(--tint) 100%); }\n.ces-header h2 { margin-bottom: 6px; font-size: 24px; line-height: 1.25; font-weight: 700; letter-spacing: -.015em; }\n.ces-subtitle { margin-bottom: 16px; color: var(--muted); max-width: 760px; }\n.ces-pills { display: flex; flex-wrap: wrap; gap: 8px; }\n.ces-pill { display: inline-flex; align-items: center; gap: 6px; min-height: 32px; padding: 5px 10px; border: 1px solid var(--border); border-radius: 999px; background: var(--surface); color: var(--muted); font-size: 13px; font-weight: 600; }\n.ces-pill strong { color: var(--ink); font-variant-numeric: tabular-nums; }\n.ces-toolbar { display: flex; flex-wrap: wrap; gap: 12px; padding: 16px 24px; border-bottom: 1px solid var(--border); background: var(--surface); }\n.ces-btn { min-height: 44px; border-radius: 6px; border: 1px solid transparent; padding: 11px 18px; font-weight: 650; line-height: 1; display: inline-flex; align-items: center; justify-content: center; gap: 10px; white-space: nowrap; transition: background-color .15s ease, border-color .15s ease, box-shadow .15s ease, transform .05s ease; }\n.ces-btn:hover { box-shadow: 0 2px 5px rgba(15,23,42,.12); }\n.ces-btn:active { transform: translateY(1px); }\n.ces-download { background: var(--accent); color: #fff; border-color: var(--accent); }\n.ces-download:hover { background: var(--accent-hover); border-color: var(--accent-hover); }\n.ces-reset { background: var(--surface); color: var(--ink); border-color: #cbd5e1; }\n.ces-icon { width: 18px; height: 18px; display: block; flex: 0 0 auto; }\n.ces-workspace { display: grid; grid-template-columns: minmax(0, 1fr); gap: 24px; padding: 24px; align-items: start; }\n.ces-panel { min-width: 0; border: 1px solid var(--border); border-radius: 8px; background: var(--surface); box-shadow: 0 1px 2px rgba(15,23,42,.04); }\n.ces-panel-head { padding: 16px 16px 12px; border-bottom: 1px solid var(--border); }\n.ces-panel-head h3 { margin-bottom: 4px; font-size: 18px; line-height: 1.35; font-weight: 650; }\n.ces-panel-head p { margin-bottom: 0; color: var(--muted); font-size: 13px; }\n.ces-panel-body { padding: 16px; min-width: 0; }\n.ces-field { min-width: 0; }\n.ces-field + .ces-field { margin-top: 16px; }\n.ces-label { display: block; margin-bottom: 6px; color: var(--ink); font-size: 14px; font-weight: 600; }\n.ces-control { width: 100%; min-height: 44px; border: 1px solid #cbd5e1; border-radius: 6px; background: var(--surface); color: var(--ink); padding: 9px 12px; font-variant-numeric: tabular-nums; }\n.ces-control:hover { border-color: #94a3b8; }\n.ces-control[aria-invalid=\"true\"] { border-color: #b91c1c; box-shadow: 0 0 0 1px #b91c1c; }\n.ces-helper { min-height: 20px; margin: 5px 0 0; color: var(--muted); font-size: 13px; font-weight: 500; }\n.ces-error { min-height: 20px; margin: 5px 0 0; color: #991b1b; font-size: 13px; font-weight: 600; }\n.ces-response-grid { display: grid; grid-template-columns: repeat(auto-fit, minmax(150px, 1fr)); gap: 12px; margin-top: 16px; }\n.ces-response-field { min-width: 0; display: flex; flex-direction: column; }\n.ces-response-field .ces-helper { flex: 1 0 auto; }\n.ces-score-tag { display: inline-flex; align-items: center; gap: 7px; }\n.ces-score-dot { width: 10px; height: 10px; border-radius: 50%; flex: 0 0 auto; }\n.ces-score-easy { background: var(--chart-2); }\n.ces-score-neutral { background: var(--chart-1); }\n.ces-score-hard { background: var(--chart-3); }\n.ces-results { display: grid; gap: 16px; }\n.ces-primary-result { padding: 20px; border: 1px solid #bfdbfe; border-radius: 8px; background: #eff6ff; }\n.ces-result-kicker { margin-bottom: 5px; color: #1e3a8a; font-size: 13px; font-weight: 650; text-transform: uppercase; letter-spacing: .045em; }\n.ces-result-value { font-size: 30px; line-height: 1.15; font-weight: 700; color: #172554; font-variant-numeric: tabular-nums; overflow-wrap: anywhere; }\n.ces-result-scale { color: var(--muted); font-size: 13px; font-weight: 600; }\n.ces-interpretation { margin: 12px 0 0; color: #1e3a8a; font-weight: 600; }\n.ces-metric-grid { display: grid; grid-template-columns: repeat(2, minmax(0, 1fr)); gap: 12px; }\n.ces-metric { min-width: 0; padding: 14px; border: 1px solid var(--border); border-radius: 8px; background: var(--surface); }\n.ces-metric-label { color: var(--muted); font-size: 13px; font-weight: 600; }\n.ces-metric-value { margin-top: 3px; color: var(--ink); font-size: 20px; line-height: 1.25; font-weight: 700; font-variant-numeric: tabular-nums; overflow-wrap: anywhere; }\n.ces-live { position: absolute; width: 1px; height: 1px; padding: 0; margin: -1px; overflow: hidden; clip: rect(0,0,0,0); white-space: nowrap; border: 0; }\n.ces-section { padding: 0 24px 24px; }\n.ces-section-card { min-width: 0; border: 1px solid var(--border); border-radius: 8px; background: var(--surface); box-shadow: 0 1px 2px rgba(15,23,42,.04); }\n.ces-section-head { padding: 16px; border-bottom: 1px solid var(--border); }\n.ces-section-head h3 { margin-bottom: 4px; font-size: 18px; line-height: 1.35; font-weight: 650; }\n.ces-section-head p { margin-bottom: 0; color: var(--muted); font-size: 13px; }\n.ces-section-body { padding: 16px; min-width: 0; }\n.ces-chart-cluster { display: grid; grid-template-columns: minmax(0, 1fr); gap: 20px; align-items: start; justify-content: center; max-width: 900px; margin: 0 auto; }\n.ces-plot-block { min-width: 0; }\n.ces-chart-wrap { width: 100%; min-width: 0; }\n.ces-chart-svg { width: 100%; height: auto; display: block; }\n.ces-chart-svg text { fill: var(--muted); font-family: inherit; font-size: 13px; font-weight: 500; }\n.ces-chart-svg .ces-axis-label { fill: var(--ink); font-weight: 600; }\n.ces-chart-svg .ces-gridline { stroke: #dbe3ed; stroke-width: 1; }\n.ces-chart-svg .ces-axis-line { stroke: #94a3b8; stroke-width: 1.2; }\n.ces-chart-svg .ces-bar { shape-rendering: geometricPrecision; }\n.ces-chart-svg .ces-bar-value { fill: var(--ink); font-weight: 650; }\n.ces-empty { display: none; padding: 16px; border: 1px dashed #cbd5e1; border-radius: 6px; background: var(--tint); color: var(--muted); text-align: center; font-size: 13px; font-weight: 600; }\n.ces-legend-block { min-width: 0; display: grid; gap: 8px; align-content: start; }\n.ces-legend-title { margin-bottom: 2px; color: var(--ink); font-size: 14px; font-weight: 650; }\n.ces-legend { display: grid; gap: 8px; }\n.ces-legend-row { display: grid; grid-template-columns: 12px minmax(88px, max-content) max-content max-content; align-items: center; gap: 8px 12px; min-width: 0; }\n.ces-swatch { width: 12px; height: 12px; border-radius: 3px; }\n.ces-legend-name { color: var(--ink); font-size: 13px; font-weight: 600; }\n.ces-legend-number,\n.ces-legend-share { color: var(--muted); font-size: 13px; font-weight: 600; font-variant-numeric: tabular-nums; }\n.ces-chart-caption { margin-top: 16px; padding: 10px 12px; border: 1px solid var(--border); border-radius: 6px; background: var(--tint); color: var(--muted); font-size: 13px; font-weight: 500; }\n.ces-safe-stack .ces-chart-cluster { grid-template-columns: minmax(0, 1fr); row-gap: 24px; max-width: 760px; }\n.ces-safe-stack .ces-chart-caption { margin-top: 20px; }\n.ces-table-wrap { width: 100%; overflow-x: auto; border: 1px solid var(--border); border-radius: 6px; }\n.ces-table { width: 100%; min-width: 660px; border-collapse: collapse; font-variant-numeric: tabular-nums; }\n.ces-table th,\n.ces-table td { padding: 10px 12px; border-bottom: 1px solid var(--border); text-align: left; vertical-align: middle; }\n.ces-table th { background: #172554; color: #fff; font-size: 13px; font-weight: 650; white-space: nowrap; }\n.ces-table td { color: var(--ink); font-size: 14px; }\n.ces-table tbody tr:last-child td { border-bottom: 0; }\n.ces-table tbody tr:hover td { background: #f8fafc; }\n.ces-num { text-align: right !important; }\n.ces-table-note { margin-top: 16px; padding: 10px 12px; border: 1px solid var(--border); border-radius: 6px; background: var(--tint); color: var(--muted); font-size: 13px; }\n.ces-safe-table-stack .ces-table-note { margin-top: 20px; }\n.ces-education { padding: 32px 24px; border-top: 1px solid var(--border); background: var(--tint); }\n.ces-education-inner { max-width: 900px; margin: 0 auto; }\n.ces-education h2 { margin: 28px 0 10px; font-size: 22px; line-height: 1.3; font-weight: 700; }\n.ces-education h2:first-child { margin-top: 0; }\n.ces-education h3 { margin: 20px 0 8px; font-size: 18px; line-height: 1.35; font-weight: 650; }\n.ces-education p { margin-bottom: 12px; color: #334155; }\n.ces-education ul { margin: 0 0 16px; padding-left: 22px; color: #334155; }\n.ces-education li + li { margin-top: 7px; }\n.ces-formula { padding: 14px 16px; border-left: 4px solid var(--primary); border-radius: 0 6px 6px 0; background: #eff6ff; color: #172554; font-weight: 650; font-variant-numeric: tabular-nums; }\n@container (min-width: 900px) {\n  .ces-workspace { grid-template-columns: minmax(0, 1.08fr) minmax(320px, .92fr); }\n}\n@container (min-width: 640px) {\n  .ces-chart-cluster { grid-template-columns: minmax(0, 1.55fr) minmax(230px, .8fr); gap: 24px; }\n}\n\n@container (max-width: 639px) {\n  .ces-header,\n  .ces-toolbar,\n  .ces-workspace,\n  .ces-section,\n  .ces-education { padding-left: 16px; padding-right: 16px; }\n  .ces-header { padding-top: 20px; padding-bottom: 20px; }\n  .ces-toolbar { padding-top: 12px; padding-bottom: 12px; }\n  .ces-workspace { padding-top: 16px; padding-bottom: 16px; gap: 16px; }\n  .ces-section { padding-bottom: 16px; }\n  .ces-response-grid { grid-template-columns: minmax(0, 1fr); }\n  .ces-metric-grid { grid-template-columns: minmax(0, 1fr); }\n  .ces-chart-cluster { grid-template-columns: minmax(0, 1fr); gap: 20px; }\n  .ces-legend-row { grid-template-columns: 12px minmax(80px, max-content) max-content max-content; gap: 7px 10px; }\n  .ces-chart-caption { margin-top: 16px; }\n}\n@container (max-width: 359px) {\n  .ces-toolbar .ces-btn { width: 100%; }\n  .ces-legend-row { grid-template-columns: 12px minmax(0, 1fr) max-content; }\n  .ces-legend-share { grid-column: 2 \/ 4; padding-left: 0; }\n}\n@media (min-width: 900px) {\n  .ces-calculator { container-type: inline-size; }\n}\n@media (max-width: 899px) {\n  .ces-workspace { grid-template-columns: minmax(0, 1fr); }\n}\n@media (max-width: 639px) {\n  .ces-header,\n  .ces-toolbar,\n  .ces-workspace,\n  .ces-section,\n  .ces-education { padding-left: 16px; padding-right: 16px; }\n  .ces-header { padding-top: 20px; padding-bottom: 20px; }\n  .ces-toolbar { padding-top: 12px; padding-bottom: 12px; }\n  .ces-workspace { padding-top: 16px; padding-bottom: 16px; gap: 16px; }\n  .ces-section { padding-bottom: 16px; }\n  .ces-response-grid { grid-template-columns: minmax(0, 1fr); }\n  .ces-metric-grid { grid-template-columns: minmax(0, 1fr); }\n  .ces-chart-cluster { grid-template-columns: minmax(0, 1fr); gap: 20px; }\n  .ces-legend-row { grid-template-columns: 12px minmax(80px, max-content) max-content max-content; gap: 7px 10px; }\n  .ces-chart-caption { margin-top: 16px; }\n}\n@media (max-width: 359px) {\n  .ces-toolbar .ces-btn { width: 100%; }\n  .ces-legend-row { grid-template-columns: 12px minmax(0, 1fr) max-content; }\n  .ces-legend-share { grid-column: 2 \/ 4; padding-left: 0; }\n}\n\u003c\/style\u003e\n\u003cdiv class=\"ces-calculator\" data-calculator-root\u003e\n  \u003cdiv class=\"ces-shell\"\u003e\n    \u003csection class=\"ces-header\"\u003e\n      \u003ch2\u003eCustomer Effort Score Calculator\u003c\/h2\u003e\n      \u003cp class=\"ces-subtitle\"\u003eTurn survey response counts into a weighted customer effort score, response mix, and an exportable analysis in seconds.\u003c\/p\u003e\n      \u003cdiv class=\"ces-pills\" aria-label=\"Live summary\"\u003e\n        \u003cspan class=\"ces-pill\"\u003eCES \u003cstrong class=\"ces-pill-score\"\u003e3.00\u003c\/strong\u003e\u003c\/span\u003e\n        \u003cspan class=\"ces-pill\"\u003eResponses \u003cstrong class=\"ces-pill-responses\"\u003e20\u003c\/strong\u003e\u003c\/span\u003e\n        \u003cspan class=\"ces-pill\"\u003eScale \u003cstrong class=\"ces-pill-scale\"\u003e1–5\u003c\/strong\u003e\u003c\/span\u003e\n        \u003cspan class=\"ces-pill\"\u003eLow effort \u003cstrong class=\"ces-pill-low\"\u003e50.00%\u003c\/strong\u003e\u003c\/span\u003e\n      \u003c\/div\u003e\n    \u003c\/section\u003e\n\n    \u003cdiv class=\"ces-toolbar\"\u003e\n      \u003cbutton class=\"ces-btn ces-download\" type=\"button\"\u003e\n        \u003csvg class=\"ces-icon\" viewbox=\"0 0 24 24\" aria-hidden=\"true\"\u003e\u003cpath d=\"M12 3v11m0 0 4-4m-4 4-4-4M5 17v3h14v-3\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\u003e\u003c\/path\u003e\u003c\/svg\u003e\n        \u003cspan\u003eDownload Excel\u003c\/span\u003e\n      \u003c\/button\u003e\n      \u003cbutton class=\"ces-btn ces-reset\" type=\"button\"\u003eReset\u003c\/button\u003e\n    \u003c\/div\u003e\n\n    \u003cdiv class=\"ces-workspace\"\u003e\n      \u003csection class=\"ces-panel ces-inputs-panel\"\u003e\n        \u003cdiv class=\"ces-panel-head\"\u003e\n          \u003ch3\u003eSurvey responses\u003c\/h3\u003e\n          \u003cp\u003eSelect the rating scale, then enter how many people chose each score.\u003c\/p\u003e\n        \u003c\/div\u003e\n        \u003cdiv class=\"ces-panel-body\"\u003e\n          \u003cdiv class=\"ces-field\"\u003e\n            \u003clabel class=\"ces-label\" for=\"ces-scale\"\u003eCustomer effort scale\u003c\/label\u003e\n            \u003cselect class=\"ces-control ces-scale\" id=\"ces-scale\"\u003e\n              \u003coption value=\"5\" selected\u003e1–5 scale\u003c\/option\u003e\n              \u003coption value=\"7\"\u003e1–7 scale\u003c\/option\u003e\n            \u003c\/select\u003e\n            \u003cp class=\"ces-helper\"\u003eLower scores represent easier, lower-effort experiences.\u003c\/p\u003e\n          \u003c\/div\u003e\n          \u003cdiv class=\"ces-response-grid\"\u003e\n            \u003cdiv class=\"ces-response-field\"\u003e\n              \u003clabel class=\"ces-label\" for=\"ces-count-1\"\u003e\u003cspan class=\"ces-score-tag\"\u003e\u003cspan class=\"ces-score-dot ces-score-easy\"\u003e\u003c\/span\u003e1 — Very easy\u003c\/span\u003e\u003c\/label\u003e\n              \u003cinput class=\"ces-control ces-count\" id=\"ces-count-1\" type=\"text\" inputmode=\"numeric\" value=\"0\" data-score=\"1\" autocomplete=\"off\"\u003e\n              \u003cp class=\"ces-helper\"\u003eNumber of score-1 responses\u003c\/p\u003e\n              \u003cp class=\"ces-error\" id=\"ces-error-1\" aria-live=\"polite\"\u003e\u003c\/p\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-response-field\"\u003e\n              \u003clabel class=\"ces-label\" for=\"ces-count-2\"\u003e\u003cspan class=\"ces-score-tag\"\u003e\u003cspan class=\"ces-score-dot ces-score-easy\"\u003e\u003c\/span\u003e2 — Easy\u003c\/span\u003e\u003c\/label\u003e\n              \u003cinput class=\"ces-control ces-count\" id=\"ces-count-2\" type=\"text\" inputmode=\"numeric\" value=\"10\" data-score=\"2\" autocomplete=\"off\"\u003e\n              \u003cp class=\"ces-helper\"\u003eNumber of score-2 responses\u003c\/p\u003e\n              \u003cp class=\"ces-error\" id=\"ces-error-2\" aria-live=\"polite\"\u003e\u003c\/p\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-response-field\"\u003e\n              \u003clabel class=\"ces-label\" for=\"ces-count-3\"\u003e\u003cspan class=\"ces-score-tag\"\u003e\u003cspan class=\"ces-score-dot ces-score-neutral\"\u003e\u003c\/span\u003e3 — Neutral\u003c\/span\u003e\u003c\/label\u003e\n              \u003cinput class=\"ces-control ces-count\" id=\"ces-count-3\" type=\"text\" inputmode=\"numeric\" value=\"5\" data-score=\"3\" autocomplete=\"off\"\u003e\n              \u003cp class=\"ces-helper\"\u003eNumber of score-3 responses\u003c\/p\u003e\n              \u003cp class=\"ces-error\" id=\"ces-error-3\" aria-live=\"polite\"\u003e\u003c\/p\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-response-field\"\u003e\n              \u003clabel class=\"ces-label\" for=\"ces-count-4\"\u003e\u003cspan class=\"ces-score-tag\"\u003e\u003cspan class=\"ces-score-dot ces-score-hard\"\u003e\u003c\/span\u003e4 — Difficult\u003c\/span\u003e\u003c\/label\u003e\n              \u003cinput class=\"ces-control ces-count\" id=\"ces-count-4\" type=\"text\" inputmode=\"numeric\" value=\"0\" data-score=\"4\" autocomplete=\"off\"\u003e\n              \u003cp class=\"ces-helper\"\u003eNumber of score-4 responses\u003c\/p\u003e\n              \u003cp class=\"ces-error\" id=\"ces-error-4\" aria-live=\"polite\"\u003e\u003c\/p\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-response-field\"\u003e\n              \u003clabel class=\"ces-label\" for=\"ces-count-5\"\u003e\u003cspan class=\"ces-score-tag\"\u003e\u003cspan class=\"ces-score-dot ces-score-hard\"\u003e\u003c\/span\u003e5 — Very difficult\u003c\/span\u003e\u003c\/label\u003e\n              \u003cinput class=\"ces-control ces-count\" id=\"ces-count-5\" type=\"text\" inputmode=\"numeric\" value=\"5\" data-score=\"5\" autocomplete=\"off\"\u003e\n              \u003cp class=\"ces-helper\"\u003eNumber of score-5 responses\u003c\/p\u003e\n              \u003cp class=\"ces-error\" id=\"ces-error-5\" aria-live=\"polite\"\u003e\u003c\/p\u003e\n            \u003c\/div\u003e\n          \u003c\/div\u003e\n        \u003c\/div\u003e\n      \u003c\/section\u003e\n\n      \u003csection class=\"ces-panel ces-results-panel\"\u003e\n        \u003cdiv class=\"ces-panel-head\"\u003e\n          \u003ch3\u003eLive results\u003c\/h3\u003e\n          \u003cp\u003eAll metrics update as response counts change.\u003c\/p\u003e\n        \u003c\/div\u003e\n        \u003cdiv class=\"ces-panel-body ces-results\"\u003e\n          \u003cdiv class=\"ces-primary-result\"\u003e\n            \u003cdiv class=\"ces-result-kicker\"\u003eCustomer effort score\u003c\/div\u003e\n            \u003cdiv class=\"ces-result-value\"\u003e3.00\u003c\/div\u003e\n            \u003cdiv class=\"ces-result-scale\"\u003eout of 5\u003c\/div\u003e\n            \u003cp class=\"ces-interpretation\"\u003eModerate effort: review the highest-friction interactions.\u003c\/p\u003e\n          \u003c\/div\u003e\n          \u003cdiv class=\"ces-metric-grid\"\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eTotal responses\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-total-value\"\u003e20\u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eLow-effort share\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-low-value\"\u003e50.00%\u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eHigh-effort share\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-high-value\"\u003e25.00%\u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eMedian rating\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-median-value\"\u003e2.50\u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eStandard deviation\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-sd-value\"\u003e1.22\u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-metric\"\u003e\n              \u003cdiv class=\"ces-metric-label\"\u003eMost common rating\u003c\/div\u003e\n              \u003cdiv class=\"ces-metric-value ces-mode-value\"\u003e2\u003c\/div\u003e\n            \u003c\/div\u003e\n          \u003c\/div\u003e\n          \u003cdiv class=\"ces-live\" aria-live=\"polite\"\u003e\u003c\/div\u003e\n        \u003c\/div\u003e\n      \u003c\/section\u003e\n    \u003c\/div\u003e\n\n    \u003csection class=\"ces-section ces-chart-card\"\u003e\n      \u003cdiv class=\"ces-section-card\"\u003e\n        \u003cdiv class=\"ces-section-head\"\u003e\n          \u003ch3\u003eResponse distribution\u003c\/h3\u003e\n          \u003cp class=\"ces-chart-dynamic\"\u003eHalf of responses are in the low-effort range.\u003c\/p\u003e\n        \u003c\/div\u003e\n        \u003cdiv class=\"ces-section-body\"\u003e\n          \u003cdiv class=\"ces-chart-cluster\"\u003e\n            \u003cdiv class=\"ces-plot-block\"\u003e\n              \u003cdiv class=\"ces-chart-wrap\"\u003e\n                \u003csvg class=\"ces-chart-svg\" role=\"img\" aria-label=\"Bar chart of customer effort survey responses\"\u003e\u003c\/svg\u003e\n                \u003cdiv class=\"ces-empty\"\u003eEnter response counts above to see the distribution.\u003c\/div\u003e\n              \u003c\/div\u003e\n            \u003c\/div\u003e\n            \u003cdiv class=\"ces-legend-block\"\u003e\n              \u003cdiv class=\"ces-legend-title\"\u003eEffort bands\u003c\/div\u003e\n              \u003cdiv class=\"ces-legend\"\u003e\u003c\/div\u003e\n              \u003cdiv class=\"ces-chart-caption\"\u003eBars show response counts by low, neutral, and high effort band. The detail table below preserves every individual rating.\u003c\/div\u003e\n            \u003c\/div\u003e\n          \u003c\/div\u003e\n        \u003c\/div\u003e\n      \u003c\/div\u003e\n    \u003c\/section\u003e\n\n    \u003csection class=\"ces-section ces-table-card\"\u003e\n      \u003cdiv class=\"ces-section-card\"\u003e\n        \u003cdiv class=\"ces-section-head\"\u003e\n          \u003ch3\u003eWeighted score detail\u003c\/h3\u003e\n          \u003cp\u003eEach row shows how a rating contributes to the overall weighted average.\u003c\/p\u003e\n        \u003c\/div\u003e\n        \u003cdiv class=\"ces-section-body\"\u003e\n          \u003cdiv class=\"ces-table-wrap\"\u003e\n            \u003ctable class=\"ces-table\"\u003e\n              \u003cthead\u003e\n                \u003ctr\u003e\n                  \u003cth scope=\"col\"\u003eRating\u003c\/th\u003e\n                  \u003cth scope=\"col\"\u003eMeaning\u003c\/th\u003e\n                  \u003cth class=\"ces-num\" scope=\"col\"\u003eResponses\u003c\/th\u003e\n                  \u003cth class=\"ces-num\" scope=\"col\"\u003eShare\u003c\/th\u003e\n                  \u003cth class=\"ces-num\" scope=\"col\"\u003eWeighted points\u003c\/th\u003e\n                \u003c\/tr\u003e\n              \u003c\/thead\u003e\n              \u003ctbody class=\"ces-table-body\"\u003e\u003c\/tbody\u003e\n              \u003ctfoot\u003e\n                \u003ctr\u003e\n                  \u003cth scope=\"row\" colspan=\"2\"\u003eTotal\u003c\/th\u003e\n                  \u003cth class=\"ces-num ces-table-total\"\u003e20\u003c\/th\u003e\n                  \u003cth class=\"ces-num\"\u003e100.00%\u003c\/th\u003e\n                  \u003cth class=\"ces-num ces-table-points\"\u003e60\u003c\/th\u003e\n                \u003c\/tr\u003e\n              \u003c\/tfoot\u003e\n            \u003c\/table\u003e\n          \u003c\/div\u003e\n          \u003cdiv class=\"ces-table-note\"\u003eCES equals total weighted points divided by total responses. Zero-response ratings remain visible in the table but are omitted from the chart legend.\u003c\/div\u003e\n        \u003c\/div\u003e\n      \u003c\/div\u003e\n    \u003c\/section\u003e\n\n    \u003csection class=\"ces-education\"\u003e\n      \u003cdiv class=\"ces-education-inner\"\u003e\n        \u003ch2\u003eWhat does this customer effort score calculator estimate?\u003c\/h2\u003e\n        \u003cp\u003eCustomer effort score, usually abbreviated as CES, is a transactional experience metric. It summarizes how easy or difficult customers found a specific interaction, such as resolving a support case, completing checkout, activating an account, or finding information. The calculator converts a set of rating counts into one weighted average. Because this version uses a low-is-good scale, a smaller result indicates less customer effort.\u003c\/p\u003e\n        \u003cp\u003eThe tool also reports the response total, low-effort share, high-effort share, median rating, standard deviation, and most common rating. These supporting metrics prevent the average from being read in isolation. Two surveys can produce the same CES while having very different distributions: one may be tightly clustered around the middle, while another may be split between very easy and very difficult experiences.\u003c\/p\u003e\n\n        \u003ch2\u003eHow should you enter the survey data?\u003c\/h2\u003e\n        \u003ch3\u003eCustomer effort scale\u003c\/h3\u003e\n        \u003cp\u003eChoose the same scale used in the survey. The 1–5 scale is compact and easy for respondents to scan. The 1–7 scale provides more granularity when you need to distinguish mildly easy from very easy interactions. Scale selection is required because it determines the available rating rows, labels, interpretation thresholds, and effort bands. Do not compare a 1–5 CES directly with a 1–7 CES unless you first normalize or otherwise document the conversion.\u003c\/p\u003e\n        \u003ch3\u003eResponse count for each rating\u003c\/h3\u003e\n        \u003cp\u003eEnter the number of respondents who selected each rating. Counts must be whole numbers of zero or more. A higher count at the low end pushes CES downward, while a higher count at the high end pushes it upward. Empty fields are treated as zero after validation. Common mistakes include entering percentages instead of counts, mixing response data from different survey questions, and combining periods that used different wording or scale direction.\u003c\/p\u003e\n        \u003cp\u003eThe prefilled example uses 10 responses at score 2, five at score 3, and five at score 5. That produces 60 weighted points across 20 responses, or a CES of 3.00. Pressing Reset clears all counts to zero while keeping the selected scale available for new data.\u003c\/p\u003e\n\n        \u003ch2\u003eHow is customer effort score calculated?\u003c\/h2\u003e\n        \u003cdiv class=\"ces-formula\"\u003eCES = Σ(rating × number of responses at that rating) ÷ total responses\u003c\/div\u003e\n        \u003cp\u003eFor each rating, the calculator multiplies the rating value by its response count. Those weighted points are added together and divided by the total response count. If there are no responses, the result is intentionally left blank rather than showing zero, because a zero CES is not possible on a scale that begins at 1.\u003c\/p\u003e\n        \u003cp\u003eThis weighted-average approach is consistent with common CES practice. For broader guidance on survey design and customer experience programs, see the resources from \u003ca href=\"https:\/\/www.qualtrics.com\/experience-management\/customer\/customer-effort-score\/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003eQualtrics\u003c\/a\u003e, \u003ca href=\"https:\/\/www.surveymonkey.com\/market-research\/resources\/customer-effort-score\/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003eSurveyMonkey\u003c\/a\u003e, and the \u003ca href=\"https:\/\/www.nngroup.com\/articles\/likert-scales\/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003eNielsen Norman Group’s overview of rating scales\u003c\/a\u003e.\u003c\/p\u003e\n\n        \u003ch2\u003eHow should you interpret each result?\u003c\/h2\u003e\n        \u003ch3\u003eCustomer effort score\u003c\/h3\u003e\n        \u003cp\u003eThe primary result is the weighted mean. On a 1–5 scale, results below 2.00 are treated here as excellent, 2.00 to below 3.50 as moderate, and 3.50 or higher as high effort. On a 1–7 scale, the corresponding guideposts are below 3.00, 3.00 to below 5.00, and 5.00 or higher. These are practical interpretation bands, not universal industry standards; survey wording, channel, customer segment, and task complexity all affect what “good” looks like.\u003c\/p\u003e\n        \u003ch3\u003eTotal responses\u003c\/h3\u003e\n        \u003cp\u003eThis is the sum of all rating counts. A larger sample generally makes a result more stable, but sample quality matters as much as size. Response bias can persist even with many answers if only highly satisfied or highly dissatisfied customers participate. Track response rate and survey timing alongside CES.\u003c\/p\u003e\n        \u003ch3\u003eLow-effort and high-effort shares\u003c\/h3\u003e\n        \u003cp\u003eOn the 1–5 scale, ratings 1–2 are low effort and 4–5 are high effort. On the 1–7 scale, ratings 1–3 are low effort and 5–7 are high effort. These percentages show how much of the customer base sits at each end. A falling average paired with a stubborn high-effort share can indicate that gains are concentrated among already-successful interactions rather than fixing the worst friction.\u003c\/p\u003e\n        \u003ch3\u003eMedian, standard deviation, and mode\u003c\/h3\u003e\n        \u003cp\u003eThe median is the midpoint of the ordered responses and is less sensitive to extreme ratings than the mean. Standard deviation measures dispersion: a low value means customers report similar experiences, while a high value signals inconsistency. The mode is the most common rating. When multiple ratings tie for the highest count, the calculator displays all tied modes in the workbook notes and uses the lowest tied score in the compact card.\u003c\/p\u003e\n\n        \u003ch2\u003eHow do the chart and table help?\u003c\/h2\u003e\n        \u003cp\u003eThe bar chart groups exact response counts into low, neutral, and high effort bands, while the legend summarizes those active bands using the same model data. The detail table preserves every individual rating, response share, and weighted-point contribution. Use the table to verify imports from a survey platform and to identify which ratings exert the greatest influence on CES.\u003c\/p\u003e\n        \u003cp\u003eThe Excel export captures the current scale, response counts, calculated outputs, effort-band breakdown, formulas, and interpretation notes in a real workbook. It is useful for monthly reporting, team comparisons, and audit trails. Because the workbook is generated from the current state, update the on-page counts before downloading.\u003c\/p\u003e\n\n        \u003ch2\u003eWhat are the main limitations and common mistakes?\u003c\/h2\u003e\n        \u003cul\u003e\n          \u003cli\u003eKeep survey wording and scale direction consistent across time periods.\u003c\/li\u003e\n          \u003cli\u003eSend the survey soon after the interaction so respondents evaluate the intended touchpoint.\u003c\/li\u003e\n          \u003cli\u003eSegment results by channel, issue type, product, or customer cohort before acting on an overall average.\u003c\/li\u003e\n          \u003cli\u003eDo not treat CES as a complete loyalty metric. Pair it with satisfaction, retention, repeat contact, or referral measures.\u003c\/li\u003e\n          \u003cli\u003eInvestigate both high-effort volume and variability. A stable average can hide a growing group of difficult experiences.\u003c\/li\u003e\n        \u003c\/ul\u003e\n        \u003cp\u003eUse CES as a diagnostic signal rather than a standalone target. The most valuable follow-up is operational: identify where effort occurs, change the process, and measure the same interaction again under comparable conditions.\u003c\/p\u003e\n      \u003c\/div\u003e\n    \u003c\/section\u003e\n  \u003c\/div\u003e\n\u003c\/div\u003e","brand":"FinancialModelsLab","offers":[{"title":"Default Title","offer_id":49909480980723,"sku":"customer-effort-score","price":0.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/6191\/2762\/files\/customer-effort-score.webp?v=1783935384","url":"https:\/\/financialmodelslab.com\/products\/customer-effort-score","provider":"Financial Models Lab","version":"1.0","type":"link"}