Анализ страницы https://letsdatascience.com/learn/paths
Основное Готовность: 75%
Домен
letsdatascience.com
Состояние доменного имени
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Проверяем корректность доменного имени и наличие технических проблем на уровне домена.
Длина домена велика. Но если вы продвигаете запрос, входящий в название домена, то это хорошо.
Домен второго уровня идеален для продвижения.
Ответ сервера
200 Успешный ответ
HTTP-код ответа и цепочка редиректов
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Код 200 — страница доступна. Коды 3xx — редиректы (цепочки замедляют загрузку и размывают ссылочный вес). Коды 4xx/5xx — ошибки, поисковик не сможет проиндексировать страницу.
Сервер настроен корректно.
Безопасность
Сайт безопасен
Использование HTTPS и SSL-сертификат
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HTTPS — обязательный стандарт. Google и Яндекс отдают предпочтение защищённым сайтам. Отсутствие SSL или просроченный сертификат ведут к предупреждениям в браузере и снижению позиций.
На сайте работает защищенный протокол ssl и сайт открывается по https.
Ssl-сертификат действителен до 01.11.2026 2:38:01.
Включён HSTS (Strict-Transport-Security) — защита от подмены на http.
Поздравляем! Сайт не содержится в реестре РКН.
Кодировка
utf-8
Кодировка символов страницы
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Стандарт — UTF-8. Неправильная кодировка вызывает нечитаемые символы и мешает поисковику корректно распознать текст страницы.
Указана кодировка на странице utf-8.
Язык
en
Атрибут lang в HTML-теге
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Атрибут lang (<html lang="ru">) сообщает поисковикам и браузерам, на каком языке написана страница. Помогает при ранжировании в региональном поиске.
Язык документа указан явно: en.
Скорость загрузки
~0,50сек
Время отклика сервера (TTFB)
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Time To First Byte — время до получения первого байта от сервера. Норма до 200 мс. Медленный отклик ухудшает пользовательский опыт и ранжирование: Яндекс и Google учитывают скорость страниц.
Скорость загрузки сайта 0,50сек оптимальна.
Объем документа
213Кб
Размер HTML-кода страницы
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Слишком большой HTML замедляет парсинг браузером и сканирование поисковым роботом. Рекомендуется не более 200 Кб.
Объем html-документа 213Кб оптимален.
Структура html-документа корректна.
Ресурсы
Ресурсы: 29
Внешние ресурсы страницы (CSS, JS, изображения)
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Количество и тип подключённых ресурсов влияют на скорость загрузки. Большое число запросов увеличивает время рендеринга страницы.
Кол-во файлов ресурсов 29 много для одной страницы. Приемлемо до 10. Проведите оптимизацию файлов ресурсов!
Показать полный список ресурсов
| Тип | Название | Значение |
|---|---|---|
| stylesheet | /_next/static/css/c59d1d62e838c4a8.css?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| stylesheet | /_next/static/css/69cd48013d30b59a.css?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| stylesheet | /_next/static/css/cc2a5561b561473d.css?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| stylesheet | /_next/static/css/8bb84db899dbb32f.css?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| stylesheet | /_next/static/css/49cf127204d46250.css?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/4bd1b696-2135e4d8b8354323.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/31255-24493ca778d4676a.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/main-app-1cc796e4406881a0.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/52619-c48a18d6f62d2371.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/46077-b38a3c40acbad6f4.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/81356-7b85e666c7dadb0d.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/54230-f8c9ecafa335b403.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/35838-5c5644f7b66f9b75.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/63750-1b6169bcf03b8a01.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/51539-e7bf11c7b3a43db2.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/app/layout-36bb8873c8ef3b43.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/app/error-85e6773a2f78a436.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/app/learn/paths/page-85eb86e697063066.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/d3ac728e-3e0f43caffdd0dea.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/83126-b58b5198e9df8aa5.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/44268-f7c6a80880ae5e24.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/24749-05d0894eaa6aabef.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/49308-c5c72df7f3ed7f17.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/6408-1cd0095ddb2ad0d1.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/38701-53f87a738d004b90.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/app/learn/layout-40ece2546c074e9d.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/polyfills-42372ed130431b0a.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | /_next/static/chunks/webpack-436a2c96d759cdcc.js?dpl=dpl_4LJ2mxcEQQaNoydNnBWG2UQGyRDB | |
| js | module | https://static.cloudflareinsights.com/beacon.min.js/v4513226cdae34746b4dedf0b4dfa099e1781791509496 |
Серверные заголовки
Кол-во: 23
HTTP-заголовки ответа сервера
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Заголовки сервера передают браузеру и поисковику служебную информацию: кеширование, безопасность (CSP, HSTS), сжатие (gzip). Правильная настройка ускоряет загрузку и повышает защищённость.
Найдены серверные заголовки 23шт. Подробнее про серверные заголовки.
Показать полный список серверных заголовков
| Ключ | Значение |
|---|---|
| Date | Sat, 22 Aug 2026 04:59:21 GMT |
| Access-Control-Allow-Origin | * |
| Age | 0 |
| Cache-Control | public, must-revalidate, max-age=0 |
| report-to | {"group":"cf-nel","max_age":604800,"endpoints":[{"url":"https://a.nel.cloudflare.com/report/v4?s=IHmvf5yv5Z7oL2jJs%2BtlZnZnFKWPho%2FwkfdD1Vk1HHC1towqBNm5ZuI315CcNrHBKTf5BSt3zplxMkA70E5T3vG74V%2BNtljjYjf5%2Fd%2FXeALCagFAsFA9GjGTpaIXxpYiUKY8GQQ%3D"}]} |
| content-security-policy-report-only | default-src 'self'; script-src 'self' 'unsafe-inline' 'unsafe-eval' https://www.googletagmanager.com https://www.google-analytics.com https://cdn.vercel-insights.com https://va.vercel-scripts.com https://cdn.jsdelivr.net https://static.cloudflareinsights.com https://cmp.gatekeeperconsent.com https://the.gatekeeperconsent.com https://www.ezojs.com https://ezojs.com https://ezoicanalytics.com; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com https://cdn.jsdelivr.net; img-src 'self' data: blob: https: http:; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net; connect-src 'self' https: wss:; media-src 'self' https: blob:; worker-src 'self' blob:; child-src 'self' blob:; frame-src 'self' https:; object-src 'none'; base-uri 'self' |
| Server-Timing | cfCacheStatus;desc="DYNAMIC" |
| permissions-policy | camera=(), microphone=(), geolocation=() |
| Referrer-Policy | strict-origin-when-cross-origin |
| Server | cloudflare |
| Strict-Transport-Security | max-age=63072000; includeSubDomains; preload |
| Vary | rsc |
| X-Content-Type-Options | nosniff |
| x-dns-prefetch-control | on |
| X-Frame-Options | SAMEORIGIN |
| x-matched-path | /learn/paths |
| x-nextjs-prerender | 1 |
| x-nextjs-stale-time | 300 |
| x-vercel-cache | PRERENDER |
| x-vercel-id | arn1::wcwtl-1787374761577-e3e299c06a27 |
| cf-cache-status | DYNAMIC |
| nel | {"report_to":"cf-nel","success_fraction":0.0,"max_age":604800} |
| cf-ray | a2ef4ec3bb969db8-DME |
CMS
Не определена
Система управления сайтом (движок)
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CMS — это движок, на котором работает сайт (WordPress, 1C-Bitrix, Tilda и др.). Знание CMS помогает понять возможности SEO-оптимизации и подобрать подходящие инструменты. «Не определена» — вероятно, самописный сайт или нестандартная сборка.
CMS не определена. Вероятно, сайт самописный либо движок надёжно скрыт. Это не ошибка.
Веб-сервер
Cloudflare
Программное обеспечение сервера
?
Веб-сервер — это ПО, которое отдаёт страницы посетителям (nginx, Apache, IIS, LiteSpeed и др.). Определяется по серверным заголовкам ответа (Server, X-Powered-By и т.п.). «Не определён» — сервер намеренно скрывает эти заголовки, это нормальная практика безопасности.
Сайт работает на веб-сервере Cloudflare.
Мета-теги Готовность: 23%
Title
Data, AI, Analytics and Machine Learning Career Paths | Let's Data Science
Заголовок страницы в браузере и поисковой выдаче
?
Title — главный SEO-заголовок страницы. Влияет на CTR в поиске и ранжирование. Оптимальная длина: 50–70 символов. Ключевые слова — ближе к началу.
Устраните дубли в title: data(2)
Необходимо уменьшить число символов в title (текущее значение: 79, оптимально: от 40 до 45)
Description
Choose a source-backed data career path. Global roadmaps for data analyst, BI analyst, product analyst, data scientist, ML engineer, data engineer, AI engineer, FDE, MLOps, quant, and governance roles.
Описание страницы в поисковой выдаче (сниппет)
?
Meta Description — текст под заголовком в выдаче. Напрямую на позиции не влияет, но влияет на CTR. Оптимальная длина: 120–160 символов.
Необходимо уменьшить число символов в description (текущее значение: 201, оптимально: от 120 до 130)
Keywords
data career path,data science roadmap,ai engineer roadmap,forward deployed ai engineer roadmap,business intelligence analyst roadmap,product analyst roadmap,data engineering roadmap,ml engineer roadmap,data governance career path
Список ключевых слов страницы (устаревший тег)
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Meta Keywords не учитывается Яндексом и Google для ранжирования с 2009–2012 годов. Заполнение не обязательно, но не вредит. Конкурент может использовать содержимое для анализа.
Keywords установлены.
Канонический Url
https://letsdatascience.com/learn/paths
Указывает поисковику основную версию страницы
?
Canonical (rel=canonical) предотвращает проблему дублей страниц. Должен точно совпадать с URL проверяемой страницы. Неправильный canonical может передать ссылочный вес на другую страницу.
Канонический Url прописан корректно.
Robots
index, follow
Директивы для поисковых роботов на уровне страницы
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Meta Robots управляет индексацией конкретной страницы: index/noindex — индексировать ли, follow/nofollow — следовать ли по ссылкам. Noindex полностью исключает страницу из поиска.
Meta-тег robots со значениями index, follow не накладывает ограничений на индексирование и показ контента.
Адаптивность
width=device-width, initial-scale=1, maximum-scale=5
Настройка масштабирования на мобильных устройствах
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Тег viewport (<meta name="viewport">) сообщает браузеру, как масштабировать страницу на мобильных. Стандарт: width=device-width, initial-scale=1. Отсутствие — признак отсутствия мобильной версии.
Meta-тег viewport со значением-константой width=device-width задаёт ширину страницы в соответствии с размером экрана.
Meta-тег viewport со значением initial-scale=1.0 определяет масштаб 1:1, т.е. «не масштабировать».
Meta-тег viewport со значением maximum-scale определяет максимальный масштаб области просмотра.
Разметка OpenGraph
Кол-во: 5
Мета-теги для красивых превью в соцсетях
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OpenGraph (og:title, og:description, og:image) управляет тем, как страница выглядит при репосте в социальных сетях и мессенджерах. Отсутствие OG-тегов — невзрачный превью при шеринге.
Разметка OpenGraph задана. Страница оптимизирована под социальные сети.
Показать полный список og мета-тегов
| Тип | Значение |
|---|---|
| og:title | Data Career Paths | Let's Data Science |
| og:description | Source-backed global roadmaps for data, AI, analytics, machine learning, BI, product, FDE, governance, and decision-science roles. |
| og:url | https://letsdatascience.com/learn/paths |
| og:site_name | Let's Data Science |
| og:type | website |
Все мета-теги
Кол-во: 23
Полный список мета-тегов страницы
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Таблица всех meta-тегов, включая нестандартные. Позволяет найти опечатки, дубли и лишние теги.
Найдены мета-теги 23шт. Мета-теги не видимы для человека и предназначены для обмена информацией между веб-страницей и поисковыми системами, браузерами и другими веб-службами. С ними роботы 🤖 и устройства ведут себя более ожидаемо.
Показать полный список мета-тегов
| Тип | Название | Значение |
|---|---|---|
| name | viewport | width=device-width, initial-scale=1, maximum-scale=5 |
| name | next-size-adjust | |
| name | theme-color | #ffffff |
| name | theme-color | #0a0a0a |
| name | description | Choose a source-backed data career path. Global roadmaps for data analyst, BI analyst, product analyst, data scientist, ML engineer, data engineer, AI engineer, FDE, MLOps, quant, and governance roles. |
| name | author | Let's Data Science |
| name | keywords | data career path,data science roadmap,ai engineer roadmap,forward deployed ai engineer roadmap,business intelligence analyst roadmap,product analyst roadmap,data engineering roadmap,ml engineer roadmap,data governance career path |
| name | creator | Let's Data Science |
| name | publisher | Let's Data Science |
| name | robots | index, follow |
| name | googlebot | index, follow, max-video-preview:-1, max-image-preview:large, max-snippet:-1 |
| name | category | education |
| name | format-detection | telephone=no, address=no, email=no |
| name | google-site-verification | bvgzFXkTPJfMTYHfr0vvJhewEB3n4t60T2Su0bZAlqM |
| name | yandex-verification | 7d81286967b16ea7 |
| name | twitter:card | summary_large_image |
| name | twitter:title | Data, AI and Analytics Career Paths |
| name | twitter:description | Source-backed global roadmaps for data, AI, analytics, machine learning, BI, product, FDE, governance, and decision-science roles. |
| property | og:title | Data Career Paths | Let's Data Science |
| property | og:description | Source-backed global roadmaps for data, AI, analytics, machine learning, BI, product, FDE, governance, and decision-science roles. |
| property | og:url | https://letsdatascience.com/learn/paths |
| property | og:site_name | Let's Data Science |
| property | og:type | website |
Оптимизация Готовность: 80%
Структура
Ошибок нет
Семантические HTML-элементы страницы
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Проверяет наличие основных структурных элементов: nav, header, footer, main. Корректная семантическая структура помогает поисковику понять архитектуру страницы.
Структура документа корректна (теги <html> и <body> присутствуют в единственном экземпляре).
Контент
Ошибок нет
Объём и качество текстового содержимого
?
Анализирует объём полезного текста на странице. Слишком мало — страница может считаться малополезной. Слишком много — ухудшается читаемость и восприятие.
Слова из title 9 встречаются в тексте достаточно.
Абзацев с текстом 35 достаточно.
Среднее число слов в абзаце 14 достаточно.
Кол-во знаков контента 6718 на странице оптимально.
Кол-во слов 966 на странице оптимально.
Заголовки
Ошибок нет
Иерархия заголовков H1–H6
?
H1 должен быть один и содержать ключевой запрос. H2–H6 описывают подразделы. Пропуск уровней (H1 → H3) и несколько H1 — типичные ошибки, снижающие понятность страницы для поисковика.
На странице присутствуют заголовки <h1> 1. Это прекрасно.
На странице присутствуют заголовки <h2> 17. Это хорошо.
Тошнота
6
Насколько одно слово доминирует в тексте
?
Классическая тошнота = √(частота самого повторяющегося слова). Норма до 7–8: текст воспринимается естественно. Выше — поисковик может счесть страницу переспамленной.
Тошнота превышает норму 3. Измените текст страницы!
Академич. тошнота
28,57%
Насколько текст перенасыщен ключевыми словами
?
Академическая тошнота = (частота слова / общее количество слов) × 100%. Показывает долю конкретного слова в тексте. Норма 5–15%.
Академическая тошнота превышает норму 5-15%. Измените текст страницы!
Семантическое ядро
20
Наиболее часто встречающиеся слова на странице
?
Топ слов по частоте использования. Показывает, какие слова доминируют в тексте с точки зрения поисковика.
Контент страницы содержит осмысленный текст и слова.
Показать список слов
| Слово | Кол-во | Частота |
|---|---|---|
| growth | 36 | 3,73% |
| signal | 16 | 1,66% |
| stages | 16 | 1,66% |
| months | 16 | 1,66% |
| roadmap | 16 | 1,66% |
| systems | 11 | 1,14% |
| product | 9 | 0,93% |
| analytics | 8 | 0,83% |
| governance | 8 | 0,83% |
| research | 8 | 0,83% |
| engineering | 7 | 0,72% |
| analyst | 7 | 0,72% |
| demand | 7 | 0,72% |
| science | 6 | 0,62% |
| engineer | 6 | 0,62% |
| dashboards | 5 | 0,52% |
| python | 5 | 0,52% |
| market | 5 | 0,52% |
| statistics | 5 | 0,52% |
| learning | 5 | 0,52% |
Индексация Готовность: 60%
Индексирование
Ошибок нет
Разрешено ли индексирование страницы
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Проверяет, не закрыта ли страница от индексации через robots.txt, meta robots или X-Robots-Tag. Страница, закрытая от индексации, не появится в поисковой выдаче.
Анкоров на странице 35 оптимально. Поисковые роботы обязательно проиндексируют сайт.
Robots.txt
Найден корректный robots.txt
Файл управления сканированием сайта роботами
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Robots.txt указывает поисковым роботам, какие страницы сканировать, а какие — нет. Ошибки в файле могут случайно закрыть важные разделы от индексации.
Robots.txt настроен корректно. Размер файла: 3571 байт. Загружен за: 0сек.
Проверяемая страница не запрещена в robots.txt.
Robots.txt доступен по постоянному адресу
Показать содержимое robots.txt
User-Agent: *
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: OAI-SearchBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: ChatGPT-User
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: ClaudeBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Claude-SearchBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Claude-Web
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: anthropic-ai
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: PerplexityBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Perplexity-User
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Googlebot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Google-Extended
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Bingbot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Applebot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: GrokBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: xAI-Grok
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: meta-externalagent
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: FacebookBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: cohere-ai
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: YouBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: DeepSeekBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: DuckAssistBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Amazonbot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: PhindBot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: FirecrawlAgent
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Diffbot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: AI2Bot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: Timpibot
Allow: /
Disallow: /admin/
Disallow: /api/
Disallow: /studio/
Disallow: /settings/
Disallow: /dev/
User-Agent: GPTBot
Disallow: /
User-Agent: Applebot-Extended
Disallow: /
User-Agent: CCBot
Disallow: /
User-Agent: Bytespider
Disallow: /
Sitemap: https://letsdatascience.com/sitemap.xml
Sitemap: https://letsdatascience.com/news-sitemap.xml
Sitemap
Кол-во: 2
XML-карта сайта для поисковиков
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Sitemap.xml помогает поисковику быстрее находить и индексировать страницы. Особенно важен для крупных сайтов и новых страниц, на которые ещё нет входящих ссылок.
Robots.txt содержит несколько карт сайтов 2. Это профессионально!
Robots.txt не содержит ошибок в картах сайта.
Показать карты сайта
| Url | Статус |
|---|---|
| https://letsdatascience.com/sitemap.xml |
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| https://letsdatascience.com/news-sitemap.xml |
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Внутренние ссылки
Кол-во: 26
Ссылки на другие страницы своего сайта
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Внутренние ссылки распределяют ссылочный вес между страницами и помогают поисковику обходить сайт. Пустые анкоры и ссылки на запрещённые robots.txt страницы — типичные ошибки.
Внутренних ссылок на странице 26 оптимально.
Внутренние ссылки не запрещены к индексации в robots.txt.
На странице присутствуют изображения 1.
Показать внутренние ссылки
| Url | Анкор | Состояние |
|---|---|---|
| /news |
<span class="relative z-10 text-sm font-medium">News</span>
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| /blog |
<span class="relative z-10 text-sm font-medium">Blog</span>
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| /problems |
<span class="relative z-10 text-sm font-medium">Code Problems</span>
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| /pricing |
<span class="relative z-10 text-sm font-medium">Pricing</span>
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| /contact |
<span class="relative z-10 text-sm font-medium">Contact</span>
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| /login?redirect=%2Flearn%2Fpaths |
<div class="rounded-full bg-white px-5 py-2.5 text-sm font-medium text-black transition-transform hover:scale-[1.02] hover:bg-neutral-200 active:scale-[0.98]">Sign in</div>
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| /learn/paths/data-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-rose-500/25 bg-rose-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-chart-no-axes-column h-5 w-5 text-rose-400" aria-hidden="true"><line x1="18" x2="18" y1="20" y2="10"></line><line x1="12" x2="12" y1="20" y2="4"></line><line x1="6" x2="6" y1="20" y2="14"></line></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Best entry point</span></div><h2 class="mb-2 text-xl font-bold text-white">Data Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Extract insights, build dashboards, and turn business questions into SQL, Python, and visualization workflows.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$96K-$139K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">7% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">Entry-level analytics demand varies by market; treat this as a BI, reporting, and business analytics gateway.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">SQL</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Python</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Statistics</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Dashboards</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->6-12 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/data-scientist |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-blue-500/25 bg-blue-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-flask-conical h-5 w-5 text-blue-400" aria-hidden="true"><path d="M14 2v6a2 2 0 0 0 .245.96l5.51 10.08A2 2 0 0 1 18 22H6a2 2 0 0 1-1.755-2.96l5.51-10.08A2 2 0 0 0 10 8V2"></path><path d="M6.453 15h11.094"></path><path d="M8.5 2h7"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Most versatile</span></div><h2 class="mb-2 text-xl font-bold text-white">Data Scientist</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Use statistics, machine learning, experimentation, and product judgment to turn messy data into decisions.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$122K-$183K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">BLS projects strong US growth for data scientists; global demand depends on AI adoption and local hiring cycles.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Python</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Statistics</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Machine learning</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Experimentation</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->9-14 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/ml-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-violet-500/25 bg-violet-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-cpu h-5 w-5 text-violet-400" aria-hidden="true"><path d="M12 20v2"></path><path d="M12 2v2"></path><path d="M17 20v2"></path><path d="M17 2v2"></path><path d="M2 12h2"></path><path d="M2 17h2"></path><path d="M2 7h2"></path><path d="M20 12h2"></path><path d="M20 17h2"></path><path d="M20 7h2"></path><path d="M7 20v2"></path><path d="M7 2v2"></path><rect x="4" y="4" width="16" height="16" rx="2"></rect><rect x="8" y="8" width="8" height="8" rx="1"></rect></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Builds production ML</span></div><h2 class="mb-2 text-xl font-bold text-white">Machine Learning Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Build, deploy, optimize, and maintain machine learning systems that serve real users.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$134K-$193K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">15-34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">ML engineering maps to software, data science, and AI deployment demand rather than one clean occupation code.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">PyTorch</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">MLOps</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Model serving</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Systems</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->9-13 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/data-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-orange-500/25 bg-orange-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database h-5 w-5 text-orange-400" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Data infrastructure</span></div><h2 class="mb-2 text-xl font-bold text-white">Data Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Design pipelines, warehouses, lakehouses, and streaming systems that make data reliable.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$127K-$181K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">4-15% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">Data engineering sits between software, database architecture, warehousing, and cloud infrastructure demand.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">SQL</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">dbt</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Spark</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Kafka</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->10-14 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/ai-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-emerald-500/25 bg-emerald-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-bot h-5 w-5 text-emerald-400" aria-hidden="true"><path d="M12 8V4H8"></path><rect width="16" height="12" x="4" y="8" rx="2"></rect><path d="M2 14h2"></path><path d="M20 14h2"></path><path d="M15 13v2"></path><path d="M9 13v2"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">LLM product builder</span></div><h2 class="mb-2 text-xl font-bold text-white">AI Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Ship LLM applications, RAG systems, agents, evals, and production AI features.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$134K-$193K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">15-34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">AI engineering demand is global, but exact role definitions and pay vary sharply by product maturity and region.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">LLM APIs</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">RAG</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Agents</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Evals</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->6-12 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/analytics-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-sky-500/25 bg-sky-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database h-5 w-5 text-sky-400" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Trust layer</span></div><h2 class="mb-2 text-xl font-bold text-white">Analytics Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Turn raw warehouse data into governed models, metrics, tests, and trusted analytics surfaces.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$105K-$170K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">4-9% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">Analytics engineering is a fast-moving title; use data warehousing and BI sources as stable market anchors.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">dbt</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">SQL</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Warehouses</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Metrics</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->8-12 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/mlops-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-orange-500/25 bg-orange-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-trending-up h-5 w-5 text-orange-400" aria-hidden="true"><path d="M16 7h6v6"></path><path d="m22 7-8.5 8.5-5-5L2 17"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Production ML ops</span></div><h2 class="mb-2 text-xl font-bold text-white">MLOps Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Keep ML systems alive with CI/CD, model serving, monitoring, feature stores, and production operations.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$134K-$193K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">15-34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">MLOps is best treated as a production-systems role shaped by AI adoption, software demand, and model governance.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Docker</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Kubernetes</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">MLflow</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Monitoring</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->10-14 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/quant-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-amber-500/25 bg-amber-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-chart-line h-5 w-5 text-amber-400" aria-hidden="true"><path d="M3 3v16a2 2 0 0 0 2 2h16"></path><path d="m19 9-5 5-4-4-3 3"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Finance specialist</span></div><h2 class="mb-2 text-xl font-bold text-white">Quantitative Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Use mathematics, programming, statistics, and market structure to price risk and research trading ideas.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$150K-$260K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">6-21% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">Quant hiring is concentrated by market, firm type, credential bar, and role track: research, dev, risk, or trading.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Python</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Probability</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Derivatives</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Risk</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->12-18 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/forward-deployed-ai-engineer |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-emerald-500/25 bg-emerald-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-briefcase h-5 w-5 text-emerald-400" aria-hidden="true"><path d="M16 20V4a2 2 0 0 0-2-2h-4a2 2 0 0 0-2 2v16"></path><rect width="20" height="14" x="2" y="6" rx="2"></rect></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Customer AI deployment</span></div><h2 class="mb-2 text-xl font-bold text-white">Forward Deployed AI Engineer</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Embed with customers, scope valuable AI workflows, build production systems, and prove adoption with evals.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$135K-$210K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">15%+ growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">OpenAI and Palantir job descriptions show a real hybrid role: engineering, customer discovery, system design, deployment, and adoption.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">LLM apps</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Customer discovery</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Evals</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Full-stack</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->6-12 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/business-intelligence-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-rose-500/25 bg-rose-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-chart-no-axes-column h-5 w-5 text-rose-400" aria-hidden="true"><line x1="18" x2="18" y1="20" y2="10"></line><line x1="12" x2="12" y1="20" y2="4"></line><line x1="6" x2="6" y1="20" y2="14"></line></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Dashboard and KPI owner</span></div><h2 class="mb-2 text-xl font-bold text-white">Business Intelligence Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Build trusted reporting, dashboards, KPI systems, and business intelligence workflows.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$69K-$104K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">7-9% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">O*NET explicitly defines BI analyst work around querying repositories, reports, dashboards, patterns, and BI systems.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">SQL</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Dashboards</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">KPIs</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Stakeholders</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->4-8 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/product-growth-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-blue-500/25 bg-blue-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-target h-5 w-5 text-blue-400" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><circle cx="12" cy="12" r="6"></circle><circle cx="12" cy="12" r="2"></circle></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Funnels and experiments</span></div><h2 class="mb-2 text-xl font-bold text-white">Product and Growth Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Analyze funnels, experiments, retention, pricing, and product behavior to improve user outcomes.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$96K-$139K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">7% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">This role sits between analytics, market research, product management, and experimentation rather than one official occupation code.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">SQL</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">A/B testing</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Funnels</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Retention</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->6-10 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/data-architect |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-orange-500/25 bg-orange-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-layers h-5 w-5 text-orange-400" aria-hidden="true"><path d="M12.83 2.18a2 2 0 0 0-1.66 0L2.6 6.08a1 1 0 0 0 0 1.83l8.58 3.91a2 2 0 0 0 1.66 0l8.58-3.9a1 1 0 0 0 0-1.83z"></path><path d="M2 12a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 12"></path><path d="M2 17a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 17"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Senior data systems</span></div><h2 class="mb-2 text-xl font-bold text-white">Data Architect</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Design data models, warehouses, governance, integration patterns, and architecture decisions for scale.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$137K-$190K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">4% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">BLS separates database architects from DBAs and projects stronger growth for architecture work.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Data modeling</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Warehouses</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Governance</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Architecture</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->12-18 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/operations-research-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-amber-500/25 bg-amber-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-target h-5 w-5 text-amber-400" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><circle cx="12" cy="12" r="6"></circle><circle cx="12" cy="12" r="2"></circle></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Optimization specialist</span></div><h2 class="mb-2 text-xl font-bold text-white">Operations Research Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Use optimization, simulation, forecasting, and analytics to improve operational decisions.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$54K-$159K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">21% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">BLS projects strong US growth for operations research analysts, a distinct path from quant finance.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Optimization</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Forecasting</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Simulation</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Python</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->8-14 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/applied-scientist |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-violet-500/25 bg-violet-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-flask-conical h-5 w-5 text-violet-400" aria-hidden="true"><path d="M14 2v6a2 2 0 0 0 .245.96l5.51 10.08A2 2 0 0 1 18 22H6a2 2 0 0 1-1.755-2.96l5.51-10.08A2 2 0 0 0 10 8V2"></path><path d="M6.453 15h11.094"></path><path d="M8.5 2h7"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Research to product</span></div><h2 class="mb-2 text-xl font-bold text-white">Applied Scientist</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Bridge research and product by designing experiments, models, papers, prototypes, and measurable AI improvements.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$135K-$232K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">20-34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">Applied scientist roles are concentrated in AI labs, search, recommendations, ads, robotics, and product ML teams.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Research</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Deep learning</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Experiments</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Papers</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">8<!-- --> stages · <!-- -->12-24 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/health-data-scientist |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-emerald-500/25 bg-emerald-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-heart-pulse h-5 w-5 text-emerald-400" aria-hidden="true"><path d="M2 9.5a5.5 5.5 0 0 1 9.591-3.676.56.56 0 0 0 .818 0A5.49 5.49 0 0 1 22 9.5c0 2.29-1.5 4-3 5.5l-5.492 5.313a2 2 0 0 1-3 .019L5 15c-1.5-1.5-3-3.2-3-5.5"></path><path d="M3.22 13H9.5l.5-1 2 4.5 2-7 1.5 3.5h5.27"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Healthcare data specialist</span></div><h2 class="mb-2 text-xl font-bold text-white">Health Data Scientist</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Analyze clinical, claims, public health, and biomedical data with statistical rigor and privacy-aware workflows.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$100K-$183K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">23-34% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">O*NET includes biostatisticians, clinical data managers, health informatics specialists, and data scientists in its Data Science and AI cluster.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Statistics</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Claims data</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Privacy</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">ML</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->9-15 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| /learn/paths/data-governance-ai-risk-analyst |
<div class="absolute inset-x-0 top-0 h-px bg-gradient-to-r from-transparent via-white/20 to-transparent opacity-0 transition-opacity duration-300 group-hover:opacity-100"></div><div class="relative flex h-full flex-col p-6"><div class="mb-5 flex items-start justify-between gap-4"><div class="flex h-11 w-11 items-center justify-center rounded-xl border border-sky-500/25 bg-sky-500/10 transition-transform duration-300 group-hover:scale-110"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield-check h-5 w-5 text-sky-400" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path><path d="m9 12 2 2 4-4"></path></svg></div><span class="rounded-full border border-white/[0.08] bg-white/[0.05] px-2.5 py-1 text-[10px] font-semibold uppercase tracking-widest text-neutral-500">Trust and controls</span></div><h2 class="mb-2 text-xl font-bold text-white">Data Governance and AI Risk Analyst</h2><p class="mb-5 text-[13px] leading-relaxed text-neutral-500">Make data and AI systems trustworthy through governance, quality, lineage, controls, evaluation, and risk documentation.</p><div class="mb-5 grid grid-cols-2 gap-3"><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">$90K-$164K</div><div class="mt-1 text-[10px] text-neutral-600">US base range</div></div><div class="rounded-xl border border-white/[0.06] bg-white/[0.03] px-3 py-2.5"><div class="text-sm font-extrabold leading-tight text-white">9-29% growth</div><div class="mt-1 text-[10px] text-neutral-600">growth signal</div></div></div><p class="mb-5 text-xs leading-relaxed text-neutral-600">AI adoption is increasing demand for judgment, governance, compliance, data quality, and risk skills around automated systems.</p><div class="mb-5 flex flex-wrap gap-1.5"><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Governance</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Data quality</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">Lineage</span><span class="rounded-full border border-white/[0.06] bg-white/[0.04] px-2.5 py-0.5 text-[11px] font-medium text-neutral-500 transition-colors duration-300 group-hover:border-white/[0.1] group-hover:text-neutral-400">AI evals</span></div><div class="mt-auto flex items-center justify-between border-t border-white/[0.06] pt-4"><span class="text-[11px] text-neutral-600">7<!-- --> stages · <!-- -->6-12 months</span><span class="inline-flex items-center gap-1 text-xs font-semibold text-neutral-400 transition-all duration-200 group-hover:gap-2 group-hover:text-white">View roadmap <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-3.5 w-3.5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></div></div>
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| youtube.com |
<svg viewbox="0 0 24 24" fill="currentColor" class="w-[18px] h-[18px]"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg>
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| x.com |
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| linkedin.com |
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| instagram.com |
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| open.spotify.com |
<svg viewbox="0 0 24 24" fill="currentColor" class="w-4 h-4"><path d="M12 0C5.4 0 0 5.4 0 12s5.4 12 12 12 12-5.4 12-12S18.66 0 12 0zm5.521 17.34c-.24.359-.66.48-1.021.24-2.82-1.74-6.36-2.101-10.561-1.141-.418.122-.779-.179-.899-.539-.12-.421.18-.78.54-.9 4.56-1.021 8.52-.6 11.64 1.32.42.18.479.659.301 1.02zm1.44-3.3c-.301.42-.841.6-1.262.3-3.239-1.98-8.159-2.58-11.939-1.38-.479.12-1.02-.12-1.14-.6-.12-.48.12-1.021.6-1.141C9.6 9.9 15 10.561 18.72 12.84c.361.181.54.78.241 1.2zm.12-3.36C15.24 8.4 8.82 8.16 5.16 9.301c-.6.179-1.2-.181-1.38-.721-.18-.601.18-1.2.72-1.381 4.26-1.26 11.28-1.02 15.721 1.621.539.3.719 1.02.419 1.56-.299.421-1.02.599-1.559.3z"></path></svg>
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| reddit.com |
<svg viewbox="0 0 24 24" fill="currentColor" class="w-[18px] h-[18px]"><path d="M12 0A12 12 0 0 0 0 12a12 12 0 0 0 12 12 12 12 0 0 0 12-12A12 12 0 0 0 12 0zm5.01 4.744c.688 0 1.25.561 1.25 1.249a1.25 1.25 0 0 1-2.498.056l-2.597-.547-.8 3.747c1.824.07 3.48.632 4.674 1.488.308-.309.73-.491 1.207-.491.968 0 1.754.786 1.754 1.754 0 .716-.435 1.333-1.01 1.614a3.111 3.111 0 0 1 .042.52c0 2.694-3.13 4.87-7.004 4.87-3.874 0-7.004-2.176-7.004-4.87 0-.183.015-.366.043-.534A1.748 1.748 0 0 1 4.028 12c0-.968.786-1.754 1.754-1.754.463 0 .898.196 1.207.49 1.207-.883 2.878-1.43 4.744-1.487l.885-4.182a.342.342 0 0 1 .14-.197.35.35 0 0 1 .238-.042l2.906.617a1.214 1.214 0 0 1 1.108-.701zM9.25 12C8.561 12 8 12.562 8 13.25c0 .687.561 1.248 1.25 1.248.687 0 1.248-.561 1.248-1.249 0-.688-.561-1.249-1.249-1.249zm5.5 0c-.687 0-1.248.561-1.248 1.25 0 .687.561 1.248 1.249 1.248.688 0 1.249-.561 1.249-1.249 0-.687-.562-1.249-1.25-1.249zm-5.466 3.99a.327.327 0 0 0-.231.094.33.33 0 0 0 0 .463c.842.842 2.484.913 2.961.913.477 0 2.105-.056 2.961-.913a.361.361 0 0 0 .029-.463.33.33 0 0 0-.464 0c-.547.533-1.684.73-2.512.73-.828 0-1.979-.196-2.512-.73a.326.326 0 0 0-.232-.095z"></path></svg>
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| music.amazon.com |
<svg viewbox="0 0 24 24" fill="currentColor" class="w-[18px] h-[18px] translate-y-[3px]"><path d="M.045 18.02c.072-.116.187-.124.348-.022 3.636 2.11 7.594 3.166 11.87 3.166 2.852 0 5.668-.533 8.447-1.595l.315-.14c.138-.06.234-.1.293-.13.226-.088.39-.046.525.13.12.174.09.336-.12.48-.256.19-.6.41-1.006.654-1.244.743-2.64 1.316-4.185 1.726a17.617 17.617 0 01-10.951-.577 17.88 17.88 0 01-5.43-3.35c-.1-.074-.151-.15-.151-.22 0-.047.021-.09.051-.13zm6.565-6.218c0-1.005.247-1.863.743-2.577.495-.71 1.17-1.25 2.04-1.615.796-.335 1.756-.575 2.912-.72.39-.046 1.033-.103 1.92-.174v-.37c0-.93-.105-1.558-.3-1.875-.302-.43-.78-.65-1.44-.65h-.182c-.48.046-.896.196-1.246.46-.35.27-.575.63-.675 1.096-.06.3-.206.465-.435.51l-2.52-.315c-.248-.06-.372-.18-.372-.39 0-.046.007-.09.022-.15.247-1.29.855-2.25 1.82-2.88.976-.616 2.1-.975 3.39-1.05h.54c1.65 0 2.957.434 3.888 1.29.135.15.27.3.405.48.12.165.224.314.283.45.075.134.15.33.195.57.06.254.105.42.135.51.03.104.062.3.076.615.01.313.02.493.02.553v5.28c0 .376.06.72.165 1.036.105.313.21.54.315.674l.51.674c.09.136.136.256.136.36 0 .12-.06.226-.18.314-1.2 1.05-1.86 1.62-1.963 1.71-.165.135-.375.15-.63.045a6.062 6.062 0 01-.526-.496l-.31-.347a9.391 9.391 0 01-.317-.42l-.3-.435c-.81.886-1.603 1.44-2.4 1.665-.494.15-1.093.227-1.83.227-1.11 0-2.04-.343-2.76-1.034-.72-.69-1.08-1.665-1.08-2.94l-.05-.076zm3.753-.438c0 .566.14 1.02.425 1.364.285.34.675.512 1.155.512.045 0 .106-.007.195-.02.09-.016.134-.023.166-.023.614-.16 1.08-.553 1.424-1.178.165-.28.285-.58.36-.91.09-.32.12-.59.135-.8.015-.195.015-.54.015-1.005v-.54c-.84 0-1.484.06-1.92.18-1.275.36-1.92 1.17-1.92 2.43l-.035-.02zm9.162 7.027c.03-.06.075-.11.132-.17.362-.243.714-.41 1.05-.5a8.094 8.094 0 011.612-.24c.14-.012.28 0 .41.03.65.06 1.05.168 1.172.33.063.09.099.228.099.39v.15c0 .51-.149 1.11-.424 1.8-.278.69-.664 1.248-1.156 1.68-.073.06-.14.09-.197.09-.03 0-.06 0-.09-.012-.09-.044-.107-.12-.064-.24.54-1.26.806-2.143.806-2.64 0-.15-.03-.27-.087-.344-.145-.166-.55-.257-1.224-.257-.243 0-.533.016-.87.046-.363.045-.7.09-1 .135-.09 0-.148-.014-.18-.044-.03-.03-.036-.047-.02-.077 0-.017.006-.03.02-.063v-.06z"></path></svg>
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Конкуренты Готовность: 0%
Конкуренты в Яндексе
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Топ сайтов-конкурентов в Яндексе
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Конкурентов в ТОП-10 Яндекса не нашлось.
Конкуренты в Google
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Топ сайтов-конкурентов в Google
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Конкуренты в Google тоже не найдены. Займитесь продвижением сайта!
Конкурентов в ТОП-10 Google не нашлось.
ЗоЗПП: права потребителей Готовность: 100%
Нарушения
Не выявлены
Признаков дистанционной продажи товаров (интернет-магазина) не обнаружено — требования ЗоЗПП о раскрытии информации продавца к сайту не применяются. Нарушений нет.
ФЗ-149: рекомендательные технологии Готовность: 100%
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Рекомендательные блоки («с этим покупают», «похожие товары» и т.п.) на сайте не обнаружены — требования ст. 10.7 ФЗ-149 к сайту не применяются. Нарушений нет.
ФЗ-38: реклама Готовность: 100%
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Рекламных тематик с обязательными оговорками (медицина, БАД, кредиты и займы, новостройки) на сайте не обнаружено. Нарушений нет.
ФЗ-436: защита детей Готовность: 100%
Нарушения
Не выявлены
Признаков информационной продукции (новости, видео, книги, игры, курсы) не обнаружено — обязательная возрастная маркировка по ФЗ-436 сайту не требуется. Нарушений нет.
Вердикт
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