feat(linkedin-studio): N16 — out-of-network-andel + patterns-oppdatering + boundary-map [skip-docs]

Reach-splitten (in/out-of-network) er native i LinkedIns post-analytics siden juni
2026, men vises som PROSENT og finnes ikke i CSV-eksporten. Planen antok to
manuelle antall; verifiseringen viste prosent, så modellen er ett felt —
outOfNetworkPct — og in-network er komplementet.

- parseOptionalPercent: egen parser, ikke parseOptionalCount. Komma er desimal
  (36,5 -> 36.5, aldri 365), og verdi >100 avvises: i én kolonne kan ikke et
  absolutt antall skilles fra en andel, så svaret er unknown, ikke en gjetning.
  Blank/ikke-numerisk/negativ -> unknown; ekte 0 beholdes.
- Ett lagret halvpart, kryssjekket: In-network godtas og lagres som komplement;
  et transkribert par som ikke summerer til ~100 (±1 avrunding) forkastes som
  unknown i stedet for å bli halvveis trodd.
- weightedOutOfNetworkPct: impressions-vektet roll-up (avgOutOfNetworkPct, uke +
  måned). Flatt snitt lar en 50-visnings-post slå en på 10 000; poster uten
  avlesning ekskluderes, og null vekt gir undefined — aldri 0, aldri NaN.
- Reach inngår ALDRI i engagementRate (distribusjon != engasjement). Rapporten
  leser den som akvisisjon (ut) vs resonans (inn), og sier «ikke ført for denne
  perioden» framfor å estimere. En reach-innsikt går inn i N15s do-next-kanal.
- Step 7c (A2-F11): rapporten tilbyr diff mot brukerens engagement-patterns.md
  med eksplisitt go — aldri stille skriving, aldri inn i den shippede malen.
- Boundary-map (E#9): dwell eksplisitt umålbar, saves partner-gated, reach
  native men CSV-eksport uverifisert.
- Reach-frie importer er byte-identiske med før, på skjerm og på disk.

TDD: rødt bevist først (10 feilende), analytics 119 -> 144 tester, tsc ren.
test-runner 232 -> 247 (Section 16w, gulv 213 -> 228). Alle suiter grønne.
CHANGELOG: N15-oppføringen manglet og er backfilt sammen med N16.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QxvWAjte7vPcF79QeSRvRJ
This commit is contained in:
Kjell Tore Guttormsen 2026-07-25 15:56:04 +02:00
commit 63506f7d5c
21 changed files with 841 additions and 13 deletions

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@ -191,3 +191,189 @@ describe("Saves (manual-entry, optional)", () => {
);
});
});
/**
* Out-of-network reach (manual-entry, optional) N16.
*
* LinkedIn surfaces the in-network/out-of-network split natively in post
* analytics (Discovery section, under Impressions; progressive global rollout
* from June 2026) as a PERCENTAGE split not as two absolute counts, and not
* in the CSV export. So the ingest is a percent cell the operator transcribes,
* and the stored field is a single share: `outOfNetworkPct`. In-network is its
* complement by definition, so storing both halves would only invite a
* self-contradicting record.
*/
describe("Out-of-network reach (manual-entry, optional)", () => {
it("should parse an Out-of-network percent cell written with a % suffix", () => {
const filePath = join(fixturesDir, "reach-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-export.csv");
assert.equal(batch.postCount, 4, "Should have 4 posts");
assert.equal(
batch.posts[0].metrics.outOfNetworkPct,
37,
"'37%' must parse to the number 37"
);
});
it("should leave outOfNetworkPct undefined when the cell is blank (unknown != zero)", () => {
const filePath = join(fixturesDir, "reach-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-export.csv");
assert.equal(
batch.posts[1].metrics.outOfNetworkPct,
undefined,
"Blank Out-of-network cell must stay undefined, never coerced to 0"
);
});
it("should treat an explicit '0' as a genuine zero share (nothing left the network)", () => {
const filePath = join(fixturesDir, "reach-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-export.csv");
assert.equal(
batch.posts[2].metrics.outOfNetworkPct,
0,
"Explicit '0' is a real reading — must stay 0, not collapse to undefined"
);
});
it("should read a European decimal comma as a decimal, not a thousands separator", () => {
const filePath = join(fixturesDir, "reach-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-export.csv");
// A share never carries a thousands separator, so "36,5" is 36.5 percent.
// parseOptionalCount's US-thousands rule would read this as 365 — wrong here.
assert.equal(
batch.posts[3].metrics.outOfNetworkPct,
36.5,
"'36,5' must parse to 36.5 percent, never 365"
);
});
it("should leave outOfNetworkPct undefined for a standard export with no reach column (backward-compat)", () => {
const filePath = join(fixturesDir, "sample-export.csv");
const batch = parseLinkedInCSV(filePath, "sample-export.csv");
for (const post of batch.posts) {
assert.equal(
post.metrics.outOfNetworkPct,
undefined,
"Existing CSV exports without a reach column must round-trip unchanged"
);
}
});
it("should leave outOfNetworkPct undefined for a non-numeric cell (unknown, never 0)", () => {
const filePath = join(fixturesDir, "reach-edge-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-edge-export.csv");
assert.equal(
batch.posts[0].metrics.outOfNetworkPct,
undefined,
"Non-numeric reach cell must stay undefined — never coerced to 0"
);
});
it("should refuse a value above 100 — a count and a share are undecidable in one column", () => {
const filePath = join(fixturesDir, "reach-edge-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-edge-export.csv");
// "1234" in a share column is almost certainly an absolute impression count.
// We cannot tell which, so the honest answer is unknown — never a guess.
assert.equal(
batch.posts[1].metrics.outOfNetworkPct,
undefined,
"A share above 100 must stay undefined, never stored as-is"
);
});
it("should leave outOfNetworkPct undefined for a negative cell", () => {
const filePath = join(fixturesDir, "reach-edge-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-edge-export.csv");
assert.equal(
batch.posts[2].metrics.outOfNetworkPct,
undefined,
"A negative share is not a real reading — must stay undefined"
);
});
it("should accept exactly 100 as a real reading (the boundary is inclusive)", () => {
const filePath = join(fixturesDir, "reach-edge-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-edge-export.csv");
assert.equal(
batch.posts[3].metrics.outOfNetworkPct,
100,
"100 percent out-of-network is possible and must be kept"
);
});
it("should derive outOfNetworkPct from an In-network column as its complement", () => {
const filePath = join(fixturesDir, "reach-in-network-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-in-network-export.csv");
// The operator transcribed the other half of the same split.
assert.equal(
batch.posts[0].metrics.outOfNetworkPct,
37,
"'In-network 63%' must store out-of-network 37"
);
assert.equal(
batch.posts[1].metrics.outOfNetworkPct,
undefined,
"A blank In-network cell leaves neither half known"
);
});
it("should keep the out-of-network half when both columns agree", () => {
const filePath = join(fixturesDir, "reach-both-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-both-export.csv");
assert.equal(
batch.posts[0].metrics.outOfNetworkPct,
37,
"63 + 37 = 100 is consistent — keep the out-of-network reading"
);
});
it("should refuse a contradictory split rather than pick a half", () => {
const filePath = join(fixturesDir, "reach-both-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-both-export.csv");
// 63 + 20 = 83. One of the two cells is a misreading and we cannot tell
// which, so the record stays unknown instead of silently trusting one.
assert.equal(
batch.posts[1].metrics.outOfNetworkPct,
undefined,
"A split that does not sum to ~100 must stay undefined"
);
});
it("should tolerate one point of rounding slack between the two halves", () => {
const filePath = join(fixturesDir, "reach-both-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-both-export.csv");
// 62 + 37 = 99: the UI rounds each half independently, so a one-point gap
// is rounding, not a misreading.
assert.equal(
batch.posts[2].metrics.outOfNetworkPct,
37,
"A 99 or 101 sum is rounding slack — keep the out-of-network reading"
);
});
it("should NOT fold out-of-network reach into engagementRate", () => {
const filePath = join(fixturesDir, "reach-export.csv");
const batch = parseLinkedInCSV(filePath, "reach-export.csv");
// Row 1: (100+30+15+200)/5000 * 100 = 6.9. Reach is a distribution signal,
// not engagement — it must not touch the rate.
const expectedRate = ((100 + 30 + 15 + 200) / 5000) * 100;
assert.ok(
Math.abs(batch.posts[0].metrics.engagementRate - expectedRate) < 0.01,
`engagementRate should exclude reach (~${expectedRate}), got ${batch.posts[0].metrics.engagementRate}`
);
});
});

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@ -0,0 +1,4 @@
"Content","Date","Impressions","Reactions","Comments","Shares","Clicks","In-network","Out-of-network"
"Both halves transcribed and they sum to 100 - consistent, out-of-network wins...",2026-02-28,2900,70,22,9,130,63%,37%
"Both halves transcribed but they contradict each other - refuse to guess which one is right...",2026-02-27,2800,70,22,9,130,63%,20%
"Both halves with rounding slack - 62 + 37 = 99 is within the one-point tolerance...",2026-02-26,2700,70,22,9,130,62%,37%
1 Content Date Impressions Reactions Comments Shares Clicks In-network Out-of-network
2 Both halves transcribed and they sum to 100 - consistent, out-of-network wins... 2026-02-28 2900 70 22 9 130 63% 37%
3 Both halves transcribed but they contradict each other - refuse to guess which one is right... 2026-02-27 2800 70 22 9 130 63% 20%
4 Both halves with rounding slack - 62 + 37 = 99 is within the one-point tolerance... 2026-02-26 2700 70 22 9 130 62% 37%

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@ -0,0 +1,5 @@
"Content","Date","Impressions","Reactions","Comments","Shares","Clicks","Out-of-network"
"Non-numeric out-of-network cell - the user jotted a note, not a share; stays unknown...",2026-03-06,3500,70,22,9,130,n/a
"Above 100 - most likely an absolute impression count pasted into a share column; undecidable, so unknown...",2026-03-05,3400,70,22,9,130,1234
"Negative share - not a real reading; stays unknown...",2026-03-04,3300,70,22,9,130,-5
"Exactly 100 - a real reading: every impression came from outside the network...",2026-03-03,3200,70,22,9,130,100
1 Content Date Impressions Reactions Comments Shares Clicks Out-of-network
2 Non-numeric out-of-network cell - the user jotted a note, not a share; stays unknown... 2026-03-06 3500 70 22 9 130 n/a
3 Above 100 - most likely an absolute impression count pasted into a share column; undecidable, so unknown... 2026-03-05 3400 70 22 9 130 1234
4 Negative share - not a real reading; stays unknown... 2026-03-04 3300 70 22 9 130 -5
5 Exactly 100 - a real reading: every impression came from outside the network... 2026-03-03 3200 70 22 9 130 100

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@ -0,0 +1,5 @@
"Content","Date","Impressions","Reactions","Comments","Shares","Clicks","Out-of-network"
"An out-of-network share the user read off the native Discovery panel, with a percent sign...",2026-03-10,5000,100,30,15,200,37%
"A post where the user left the Out-of-network cell blank - unknown, not zero...",2026-03-09,3000,60,20,8,120,
"Explicit zero out-of-network - a real reading: nothing left the network...",2026-03-08,4000,80,25,10,150,0
"A share written with a European decimal comma - 36,5 percent, not 365...",2026-03-07,2000,40,10,5,60,"36,5"
1 Content Date Impressions Reactions Comments Shares Clicks Out-of-network
2 An out-of-network share the user read off the native Discovery panel, with a percent sign... 2026-03-10 5000 100 30 15 200 37%
3 A post where the user left the Out-of-network cell blank - unknown, not zero... 2026-03-09 3000 60 20 8 120
4 Explicit zero out-of-network - a real reading: nothing left the network... 2026-03-08 4000 80 25 10 150 0
5 A share written with a European decimal comma - 36,5 percent, not 365... 2026-03-07 2000 40 10 5 60 36,5

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@ -0,0 +1,3 @@
"Content","Date","Impressions","Reactions","Comments","Shares","Clicks","In-network"
"The user transcribed the in-network half of the split instead - out-of-network is the complement...",2026-03-02,3100,70,22,9,130,63%
"In-network blank - neither half known...",2026-03-01,3000,60,20,8,120,
1 Content Date Impressions Reactions Comments Shares Clicks In-network
2 The user transcribed the in-network half of the split instead - out-of-network is the complement... 2026-03-02 3100 70 22 9 130 63%
3 In-network blank - neither half known... 2026-03-01 3000 60 20 8 120

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@ -104,6 +104,31 @@ describe("generateMonthlyReport", () => {
assert.equal(report.summary.totalSaves, undefined);
});
test("rolls out-of-network shares up as an impressions-weighted average", () => {
const withReach = (p: PostAnalytics, outOfNetworkPct: number): PostAnalytics => ({
...p,
metrics: { ...p.metrics, outOfNetworkPct },
});
const posts: PostAnalytics[] = [
withReach(createPost("2026-03-03", 10000, 3.0), 20),
withReach(createPost("2026-03-05", 1000, 4.0), 80),
createPost("2026-03-10", 5000, 3.5), // no share entered — must not dilute
];
const root = setupTestRoot(posts);
const report = generateMonthlyReport(root, "2026-03");
assert.equal(
report.summary.avgOutOfNetworkPct,
25.5,
"Should weight by impressions (25.5), not average the shares flat (50)"
);
});
test("leaves avgOutOfNetworkPct undefined for reach-free months (backward-compat)", () => {
const root = setupTestRoot(marchPosts);
const report = generateMonthlyReport(root, "2026-03");
assert.equal(report.summary.avgOutOfNetworkPct, undefined);
});
test("generates weekly breakdown within month", () => {
const root = setupTestRoot(marchPosts);
const report = generateMonthlyReport(root, "2026-03");

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@ -6,6 +6,7 @@ import {
trendDirection,
percentChange,
deviationsFromMean,
weightedOutOfNetworkPct,
} from "../src/utils/stats.js";
describe("stats", () => {
@ -136,4 +137,60 @@ describe("stats", () => {
assert.ok(Math.abs(result) < 0.01);
});
});
/**
* Out-of-network reach aggregate (N16). The share is per-post, so the only
* honest roll-up is impressions-weighted: a 50-impression post at 90% must
* not outvote a 10,000-impression post at 20%.
*/
describe("weightedOutOfNetworkPct", () => {
const post = (impressions: number, outOfNetworkPct?: number) => ({
metrics: { impressions, outOfNetworkPct },
});
test("should weight each share by that post's impressions", () => {
// (10000*20 + 1000*80) / 11000 = 25.45… — an unweighted mean would say 50.
const result = weightedOutOfNetworkPct([post(10000, 20), post(1000, 80)]);
assert.equal(result, 25.5, "Should be the impressions-weighted share, not the plain mean");
});
test("should exclude posts that carry no share from the weighting", () => {
// The 5000-impression post has no reading; folding it in as 0 would drag
// the answer to 17.5 and invent data that was never entered.
const result = weightedOutOfNetworkPct([
post(10000, 20),
post(1000, 80),
post(5000, undefined),
]);
assert.equal(result, 25.5, "Posts without a share must not dilute the aggregate");
});
test("should keep a genuine 0 share in the weighting", () => {
// (1000*0 + 1000*50) / 2000 = 25 — an explicit zero is data, not absence.
const result = weightedOutOfNetworkPct([post(1000, 0), post(1000, 50)]);
assert.equal(result, 25);
});
test("should return undefined when no post carries a share", () => {
const result = weightedOutOfNetworkPct([post(1000), post(2000)]);
assert.equal(result, undefined, "Absent data must stay absent, never 0");
});
test("should return undefined for an empty list", () => {
assert.equal(weightedOutOfNetworkPct([]), undefined);
});
test("should return undefined when the carrying posts have no impressions", () => {
// A share of zero impressions has no meaning, and the weights sum to 0 —
// returning 0 here would be a fabricated reading, and NaN a bug.
const result = weightedOutOfNetworkPct([post(0, 40)]);
assert.equal(result, undefined, "Zero total weight must yield undefined, never NaN or 0");
});
test("should round to one decimal (the UI reading is itself rounded)", () => {
// (3000*33.3 + 1000*66.7) / 4000 = 41.65 → 41.7
const result = weightedOutOfNetworkPct([post(3000, 33.3), post(1000, 66.7)]);
assert.equal(result, 41.7);
});
});
});

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@ -319,6 +319,57 @@ describe("weekly", () => {
assert.equal(report.summary.totalSaves, undefined, "Saves-free data must not introduce a totalSaves field");
});
test("should roll out-of-network shares up as an impressions-weighted average", () => {
tempDir = setupTempDir();
const posts: PostAnalytics[] = [
createTestPost({
id: "reach1",
publishedDate: "2026-01-12", // 2026-W03
metrics: { impressions: 10000, reactions: 500, comments: 100, shares: 50, clicks: 200, engagementRate: 8.5, outOfNetworkPct: 20 },
}),
createTestPost({
id: "reach2",
publishedDate: "2026-01-13", // 2026-W03
metrics: { impressions: 1000, reactions: 50, comments: 10, shares: 5, clicks: 20, engagementRate: 8.5, outOfNetworkPct: 80 },
}),
createTestPost({
id: "reach3",
publishedDate: "2026-01-14", // 2026-W03 — no share entered; must not dilute.
metrics: { impressions: 5000, reactions: 250, comments: 50, shares: 25, clicks: 100, engagementRate: 8.5 },
}),
];
saveBatch(tempDir, createTestBatch({ dateRange: { from: "2026-01-12", to: "2026-01-14" }, posts }));
const report = generateWeeklyReport(tempDir, "2026-W03");
assert.equal(
report.summary.avgOutOfNetworkPct,
25.5,
"Should weight by impressions (25.5), not average the shares flat (50)"
);
});
test("should leave avgOutOfNetworkPct undefined when no post carries a share (backward-compat)", () => {
tempDir = setupTempDir();
const posts: PostAnalytics[] = [
createTestPost({ id: "noreach1", publishedDate: "2026-01-12" }),
createTestPost({ id: "noreach2", publishedDate: "2026-01-13" }),
];
saveBatch(tempDir, createTestBatch({ dateRange: { from: "2026-01-12", to: "2026-01-13" }, posts }));
const report = generateWeeklyReport(tempDir, "2026-W03");
assert.equal(
report.summary.avgOutOfNetworkPct,
undefined,
"Reach-free data must not introduce an avgOutOfNetworkPct field"
);
});
test("should identify top performers and underperformers", () => {
tempDir = setupTempDir();