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feat: analyze_ats shows full pipeline — easy apply, applied, external ATS breakdown

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Matthew Jackson
2026-03-06 00:27:03 +00:00
parent 58c2ad5295
commit de36e5637c
1 changed files with 74 additions and 60 deletions
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108
analyze_ats.mjs
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@@ -1,7 +1,7 @@
#!/usr/bin/env node
/**
* analyze_ats.mjs — ATS platform analysis
* Reads the applications log and ranks external ATS platforms by job count
* analyze_ats.mjs — Full job pipeline breakdown
* Shows Easy Apply vs external ATS platforms vs other skips
* Run: node analyze_ats.mjs
*/
import { readFileSync, existsSync } from 'fs';
@@ -12,76 +12,90 @@ const __dir = dirname(fileURLToPath(import.meta.url));
const logPath = resolve(__dir, 'data/applications_log.json');
const queuePath = resolve(__dir, 'data/jobs_queue.json');
function hostname(url) {
try { return new URL(url).hostname.replace('www.', '').split('.')[0]; } catch { return 'unknown'; }
}
function analyze() {
const all = [];
if (existsSync(queuePath)) {
all.push(...JSON.parse(readFileSync(queuePath, 'utf8')));
}
if (existsSync(logPath)) {
all.push(...JSON.parse(readFileSync(logPath, 'utf8')));
}
if (all.length === 0) {
console.log('No data yet. Run the searcher first.');
return;
}
// Counters
let easyApply = 0, applied = 0, failed = 0, needsAnswer = 0;
let recruiterOnly = 0, noEasyApply = 0;
const atsCounts = {};
const atsExamples = {};
let totalExternal = 0;
let unknownCount = 0;
let newJobs = 0;
// From applications log (processed jobs)
if (existsSync(logPath)) {
const log = JSON.parse(readFileSync(logPath, 'utf8'));
for (const entry of log) {
if (entry.status === 'skipped_external_unsupported') {
totalExternal++;
const platform = entry.ats_platform || 'unknown';
atsCounts[platform] = (atsCounts[platform] || 0) + 1;
if (!atsExamples[platform]) atsExamples[platform] = [];
if (atsExamples[platform].length < 3) {
atsExamples[platform].push({ title: entry.title, company: entry.company, url: entry.ats_url });
}
if (platform === 'unknown') unknownCount++;
}
}
}
// From queue (not yet processed)
if (existsSync(queuePath)) {
const queue = JSON.parse(readFileSync(queuePath, 'utf8'));
for (const job of queue) {
if (job.status === 'skipped_external_unsupported') {
totalExternal++;
const platform = job.ats_platform || 'unknown';
for (const job of all) {
switch (job.status) {
case 'new': newJobs++; break;
case 'applied': applied++; break;
case 'failed': failed++; break;
case 'needs_answer': needsAnswer++; break;
case 'skipped_recruiter_only': recruiterOnly++; break;
case 'skipped_easy_apply_unsupported': noEasyApply++; break;
case 'skipped_external_unsupported': {
const platform = job.ats_platform || (job.ats_url ? hostname(job.ats_url) : 'unknown');
atsCounts[platform] = (atsCounts[platform] || 0) + 1;
if (!atsExamples[platform]) atsExamples[platform] = [];
if (atsExamples[platform].length < 3) {
atsExamples[platform].push({ title: job.title, company: job.company, url: job.ats_url });
}
break;
}
default:
// Count easy apply eligible (status=new on linkedin with easy apply available)
if (job.status === 'new' && job.easy_apply) easyApply++;
}
}
if (totalExternal === 0) {
console.log('No external ATS jobs found yet. Run the applier first.');
return;
}
const totalExternal = Object.values(atsCounts).reduce((a, b) => a + b, 0);
const total = all.length;
console.log(`\n📊 Job Pipeline Breakdown — ${total} total jobs\n`);
console.log(` ✅ Applied: ${applied}`);
console.log(` 🔄 Pending (new): ${newJobs}`);
console.log(` 💬 Needs answer: ${needsAnswer}`);
console.log(` ❌ Failed: ${failed}`);
console.log(` 🚫 Recruiter-only: ${recruiterOnly}`);
console.log(` ⏭️ No Easy Apply btn: ${noEasyApply}`);
console.log(` 🌐 External ATS: ${totalExternal}`);
console.log('');
if (totalExternal > 0) {
const sorted = Object.entries(atsCounts).sort((a, b) => b[1] - a[1]);
console.log(`\n📊 ATS Platform Analysis — ${totalExternal} external jobs\n`);
console.log('Platform Count % of external Build next?');
console.log('─'.repeat(60));
console.log(' External ATS breakdown:');
for (const [platform, count] of sorted) {
const pct = ((count / totalExternal) * 100).toFixed(1);
const bar = '█'.repeat(Math.round(count / totalExternal * 20));
console.log(`${platform.padEnd(16)} ${String(count).padEnd(7)} ${pct.padEnd(15)}% ${bar}`);
const pct = ((count / totalExternal) * 100).toFixed(0);
const bar = '█'.repeat(Math.max(1, Math.round(count / totalExternal * 15)));
console.log(` ${platform.padEnd(18)} ${String(count).padEnd(5)} (${pct}%) ${bar}`);
}
console.log('\nTop platforms with examples:');
for (const [platform, count] of sorted.slice(0, 5)) {
console.log('\n Top ATS — examples:');
for (const [platform, count] of sorted.slice(0, 4)) {
console.log(`\n ${platform} (${count} jobs):`);
for (const ex of (atsExamples[platform] || [])) {
console.log(` • ${ex.title} @ ${ex.company}`);
console.log(` • ${ex.title || '?'} @ ${ex.company || '?'}`);
if (ex.url) console.log(` ${ex.url}`);
}
}
if (unknownCount > 0) {
console.log(`\n⚠️ ${unknownCount} jobs with unknown ATS (URL capture may need improvement)`);
console.log(`\n💡 Build support for: ${sorted.slice(0, 3).map(([p]) => p).join(', ')} first.`);
} else {
console.log(' No external ATS data yet — run the applier to classify jobs.');
}
console.log('\n💡 Recommendation: Build support for the top 2-3 platforms first.');
}
analyze();