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كيف تعمل خوارزميات البحث

في جزء من الثانية، تفرز خوارزميات البحث Google مئات المليارات من صفحات الويب في فهرس البحث للعثور على النتائج الأكثر صلة وإفادة لما تبحث عنه.

مع كمية المعلومات المتاحة على الويب، فإن العثور على ما تحتاجه سيكون شبه مستحيل دون بعض المساعدة في الفرز من خلال جوجل.

تم تصميم أنظمة تصنيف Google للقيام بذلك:

  • يقوم بفرز مئات المليارات من صفحات الويب في فهرس البحث للعثور على النتائج الأكثر فائدة وذات الصلة في جزء من الثانية ، ويقدمها بطريقة تساعدك في العثور على ما تريد البحث عنه.
  • لا تتكون أنظمة الترتيب هذه من خوارزميات واحدة ، بل سلسلة كاملة من الخوارزميات.
  • لمنحك المعلومات الأكثر فائدة ، تبحث خوارزميات البحث في العديد من العوامل، بما في ذلك كلمات طلب البحث، ومدى ملاءمة الصفحات وسهولة استخدامها، وخبرة المصادر، وموقعك وإعداداتك.
  • يختلف الوزن المطبق على كل عامل اعتمادًا على طبيعة الاستعلام الخاص بك – على سبيل المثال، تلعب حداثة المحتوى دورًا أكبر في الإجابة على الاستفسارات حول موضوعات الأخبار الحالية أكثر من دورها في تعريفات القاموس.
  • للمساعدة في ضمان استيفاء خوارزميات البحث لمعايير عالية من الملاءمة والجودة، لدينا عملية صارمة تتضمن اختبارات مباشرة وآلافًا من مُقيِّمي جودة البحث الخارجيين المدربين من جميع أنحاء العالم.
  • يتبع مصممي الجودة إرشادات صارمة تحدد أهدافنا لخوارزميات البحث وهي متاحة للجميع ليراها أي شخص.

 

العوامل الرئيسية التي تساعد خوارزميات البحث في تحديد النتائج التي يتم إرجاعها لاستعلامك:

1- معنى استفسارك

  •  نحتاج أولاً إلى تحديد المعلومات التي تبحث عنها لإرجاع النتائج ذات الصلة لاستعلامك – القصد من استعلامك.
  • يدور فهم النية بشكل أساسي حول فهم اللغة، وهو جانب مهم في البحث.
  • نبني نماذج لغوية لمحاولة فك رموز سلاسل الكلمات التي يجب أن نبحث عنها في الفهرس.
  • يتضمن هذا خطوات تبدو بسيطة مثل تفسير الأخطاء الإملائية، ويمتد إلى محاولة فهم نوع الاستعلام الذي أدخلته من خلال تطبيق بعض أحدث الأبحاث حول فهم اللغة الطبيعية.
  • على سبيل المثال، يساعد نظام المرادفات لدينا “البحث” في معرفة ما تقصده من خلال إثبات أن الكلمات المتعددة تعني نفس الشيء.
  • تسمح هذه الإمكانية للبحث بمطابقة الاستعلام “كيفية تغيير المصباح” بصفحات تصف كيفية استبدال المصباح. استغرق هذا النظام أكثر من خمس سنوات لتطوير النتائج وتحسينها بشكل ملحوظ في أكثر من 30٪ من عمليات البحث عبر اللغات.

بالإضافة إلى المرادفات، تحاول خوارزميات البحث أيضًا علي فهم فئة المعلومات التي تبحث عنها.

  • هل هو بحث محدد للغاية أم استعلام واسع؟
  • هناك كلمات مثل “مراجعة” أو “صور” أو “ساعات العمل” التي تشير إلى الحاجة إلى معلومات معينة وراء البحث؟
  • هل الاستعلام مكتوب بالفرنسية مما يوحي بأنك تريد إجابات بهذه اللغة؟
  • أم أنك تبحث عن عمل قريب وتريد معلومات محلية؟

يتمثل أحد الأبعاد المهمة بشكل خاص في تصنيف الاستعلام هذا في تحليلنا لما إذا كان استعلامك يبحث عن محتوى جديد.

إذا كنت تبحث عن كلمات رئيسية شائعة، فستفسر خوارزميات الحداثة لدينا ذلك على أنه إشارة إلى أن المعلومات الحديثة قد تكون أكثر فائدة من الصفحات القديمة.

هذا يعني أنك عندما تبحث عن أحدث “NFL scores”, “dancing with the stars” results or “exxon earnings”، سترى أحدث المعلومات.

2- ملاءمة صفحات الويب 

  • بعد ذلك، تحلل الخوارزميات محتوى صفحات الويب لتقييم ما إذا كانت الصفحة تحتوي على معلومات قد تكون ذات صلة بما تبحث عنه.
  • الإشارة الأساسية إلى أن المعلومات ذات صلة هي عندما تحتوي صفحة الويب على نفس الكلمات الرئيسية لاستعلام البحث الخاص بك.
  • إذا ظهرت هذه الكلمات الرئيسية على الصفحة، أو إذا ظهرت في عناوين النص، فمن المرجح أن تكون المعلومات ذات صلة.
  • بالإضافة إلى مطابقة الكلمات الرئيسية البسيطة، نستخدم بيانات تفاعل مجمعة ومجهولة المصدر لتقييم ما إذا كانت نتائج البحث ذات صلة بطلبات البحث.
  • نقوم بتحويل هذه البيانات إلى إشارات تساعد أنظمة التعلم الآلي لدينا على تقدير مدى الصلة بالموضوع بشكل أفضل.
  • تساعد إشارات الملاءمة هذه خوارزميات البحث في تقييم ما إذا كانت صفحة الويب تحتوي على إجابة لاستعلام البحث بدلاً من مجرد تكرار نفس السؤال.

فكر فقط: عندما تبحث عن “كلاب”، فمن المحتمل أنك لا تريد صفحة بها كلمة “كلاب” مئات المرات.

مع وضع ذلك في الاعتبار، تقوم الخوارزميات بتقييم ما إذا كانت الصفحة تحتوي على محتوى آخر ذي صلة بخلاف الكلمة الرئيسية “الكلاب” – مثل صور الكلاب أو مقاطع الفيديو أو حتى قائمة السلالات.

من المهم ملاحظة أنه بينما تبحث أنظمتنا عن هذا النوع من الإشارات القابلة للقياس الكمي لتقييم مدى الصلة بالموضوع، فإنها ليست مصممة لتحليل المفاهيم الذاتية مثل وجهة النظر أو الميول السياسية لمحتوى الصفحة.

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أقرا أيضا: تحسين الموقع في محركات البحث

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3- جودة المحتوى تساعد خوارزميات البحث

  • بالإضافة إلى مطابقة الكلمات في استعلامك مع المستندات ذات الصلة على الويب، تهدف خوارزميات البحث أيضًا إلى إعطاء الأولوية للمصادر المتاحة الأكثر موثوقية.
  • للقيام بذلك، تم تصميم أنظمتنا لتحديد الإشارات التي يمكن أن تساعد في تحديد الصفحات التي تظهر الخبرة والموثوقية والجدارة بالثقة في موضوع معين.
  • نحن نبحث عن المواقع التي يبدو أن العديد من المستخدمين يقدّرونها لطلبات البحث المماثلة.
  • على سبيل المثال، إذا كانت هناك مواقع ويب بارزة أخرى مرتبطة بالصفحة (ما يُعرف باسم PageRank)، فقد ثبت أن ذلك يعد علامة جيدة على أن المعلومات موثوقة.
  • تُستخدم التعليقات المجمعة من عملية تقييم جودة البحث لدينا لتحسين كيفية تمييز أنظمتنا لجودة المعلومات.

تلعب خوارزميات الرسائل غير المرغوب فيها دورًا مهمًا في تحديد ما إذا كانت الصفحة منخفضة الجودة وتساعد البحث في ضمان عدم ظهور المواقع في نتائج البحث من خلال السلوك المخادع أو الاحتيالي.

توضح إرشادات مشرفي المواقع من Google الأساليب التي تميز هذه المواقع ذات الجودة المنخفضة غير المرغوب فيها، بما في ذلك شراء الروابط التي تمرر نظام ترتيب الصفحات أو تمرير نص غير مرئي إلى الصفحة.

يتغير المحتوى على الويب ونظام المعلومات الأوسع نطاقاً باستمرار، ونحن نقيس باستمرار جودة أنظمتنا ونقيمها لضمان تحقيق التوازن الصحيح بين ملاءمة المعلومات والمصداقية للحفاظ على ثقتك في النتائج التي تراها.

4- سهولة استخدام صفحات الويب

  • عند ترتيب النتائج، يقوم “بحث Google” أيضًا بتقييم ما إذا كانت صفحات الويب سهلة الاستخدام، و أيضا يحدد نقاط ضعف المستخدم المستمرة .
  • بتالي نطور خوارزميات للترويج لصفحات أكثر قابلية للاستخدام على الصفحات الأقل قابلية للاستخدام، مع تساوي جميع الأشياء الأخرى.
  • تحلل هذه الخوارزميات الإشارات التي تشير إلى ما إذا كان جميع مستخدمينا قادرين على عرض النتيجة، مثل ما إذا كان الموقع يظهر بشكل صحيح في متصفحات مختلفة ؛ ما إذا كان مصممًا لجميع أنواع الأجهزة وأحجامها، بما في ذلك أجهزة الكمبيوتر المكتبية والأجهزة اللوحية والهواتف الذكية ؛ وما إذا كانت أوقات تحميل الصفحة تعمل بشكل جيد للمستخدمين الذين لديهم اتصالات إنترنت بطيئة.
  • نظرًا لأنه يمكن لمالكي مواقع الويب تحسين قابلية استخدام مواقعهم، فإننا نعمل بجد لإبلاغ مالكي المواقع مسبقًا بالتغييرات المهمة والقابلة للتنفيذ على خوارزميات البحث الخاصة بنا.

على سبيل المثال، أعلنا في كانون الثاني (يناير) 2018 أن خوارزمياتنا ستبدأ في مراعاة “سرعة الصفحة” للمواقع، قبل ستة أشهر من بدء تطبيق التغييرات.

لمساعدة مالكي مواقع الويب، قدمنا إرشادات وأدوات تفصيلية مثل PageSpeed Insights و Webpagetest.org حتى يتمكن مالكي المواقع من رؤية ما يحتاجون إليه (إن وجد) لتعديله لجعل مواقعهم أكثر ملاءمة للجوال.

يمكنك العثور على مزيد من المعلومات حول الأدوات والنصائح التي توفرها Google لأصحاب المواقع هنا.

5- السياق والإعدادات يساعد خوارزميات البحث

  • تساعد المعلومات مثل موقعك وسجل البحث السابق وإعدادات البحث في تخصيص نتائجك بما هو أكثر فائدة وملاءمة لك في تلك اللحظة.

نستخدم بلدك وموقعك لتقديم محتوى ذي صلة بمنطقتك، على سبيل المثال، إذا كنت في شيكاغو وتبحث عن “كرة القدم”، فمن المرجح أن يعرض محرك بحث Google لك نتائج عن كرة القدم الأمريكية وفريق شيكاغو بيرز أولاً، بينما إذا بحثت عن “كرة القدم” في لندن، فإن Google سيصنف نتائج كرة القدم والدوري الإنجليزي أعلى.

  • تعد إعدادات البحث Search settings أيضًا مؤشرًا مهمًا للنتائج التي من المحتمل أن تجدها مفيدة

مثل ما إذا كنت قد عيّنت لغة مفضلة أو اشتركت في البحث الآمن SafeSearch (أداة تساعد في تصفية النتائج الصريحة)،

  • في بعض الحالات، قد نقوم أيضًا بتخصيص نتائجك باستخدام معلومات حول نشاطك الأخير في البحث.

على سبيل المثال، إذا كنت تبحث عن “Barcelona” وبحثت مؤخرًا عن “Barcelona vs Arsenal”، فقد يكون هذا دليلًا مهمًا على رغبتك في الحصول على معلومات حول نادي كرة القدم، وليس المدينة.

  • يتضمن البحث أيضًا بعض الميزات التي تُخصص النتائج بناءً على النشاط في حسابك على Google.

على سبيل المثال، إذا كنت تبحث عن “أحداث بالقرب مني”، فقد تصمم Google بعض التوصيات لفئات الأحداث التي نعتقد أنها قد تكون مهتمًا بها.

  • تم تصميم هذه الأنظمة لتناسب اهتماماتك، ولكنها ليست مصممة لاستنتاج الخصائص الحساسة مثل عرقك، الدين، أو الحزب السياسي.

يمكنك التحكم في نشاط البحث المستخدم لتحسين تجربة البحث، بما في ذلك تعديل البيانات المحفوظة في حسابك في Google على myaccount.google.com. لتعطيل تخصيص البحث استنادًا إلى النشاط في حسابك، قم بإيقاف تشغيل نشاط الويب والتطبيقات.

 

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Dr.Ibrahim Abdelaziz

Ibrahim Abdelaziz
Digital Creative Director / Marketing Consultant

Mr. Ibrahim is one of the most professional marketing consultant and digital
marketing cooperate trainer. He has over 10 years of experience in the marketing
field as a trainer and consultant. He is specialized in marketing and digital marketing
strategies, websites development, SEO, SEM, digital project management e social
media management, digital communication, web content editing, copy- writing, web
advertising and web analytics.
He was responsible for several projects in different industries which expanded his
experience. He offered around 10,755 training hours.

WORK EXPERIENCE:
Creative Director in FMCG / Automotive / Training Industries

• A day to day mix of hands-on creating and directing
• Work in true collaboration with the client and lead on for Brand Guardianship on their
projects to ensure that the client experience is as positive as possible
• Lead the plan of projects from start to finish — working collaboratively across teams
on ideation, creation, and implementation. This creative responsibility will ensure
solutions are realized and delivered to the highest quality of creative standards
• Work closely with senior clients and the Creative Lead during the kick-off to create
strong concepts from the initial briefing
• Develop a deep understanding of target audiences and the client's marketing
strategy to deliver high-quality results that have an instant, positive impact on the
consumer, promoting the product or brand.
• Oversee the creation, from scratch, of print artworks, GIF's, MEMEs, Social Media
assets, videos, POS, and different event and campaign collateral
• Keep up to date with current cultural, category, and design trends
• Provide feedback and direction to the design, copy, and post teams for the best
creative output.
• Oversee the execution of concepts to final delivery to ensure their ideas are
developed in line with the idea
• Support the Creative Lead to ensure that the quality of design, copy, and post in the
team is maintained to a high standard
• Solid creative judgment supported by experience and examples
• Be the client's advocate with strategic understanding and leadership of the brand
• The confidence to persuasively present and sell their work – and their team's work

Digital Marketing Manager in a well-known Business Solutions Companies:

• Plan marketing and branding objectives
• Prepare marketing strategies alongside other company executives and staff
• Analyze market trends and recommend changes to marketing and business
development
• Strategies based on analysis and feedback.
• Web Management and SEO / SEM - Expand product solutions and offerings
• Google SERP - Pay-per-Click Advertising - Content Media - Affiliate Marketing - Email
Marketing - Social Media Management - Website Management
• Prepare and adhere to budgets
• Oversee creation and delivery of press releases, advertisements, and other
marketing materials
• Design print ads and publications
• Ensure brand messages are consistent
• Gather and analyze customer insight
• Nurture and enrich all external perceptions of the company and growth of market
share
• Engage consumers on social media
• Deepen relationships with all media to ensure the most effective messaging and
positioning of the organization
• Lead all areas of content generation and production across all media platforms
• Take calculated risks based on data-driven analytic
• Drive overall CRM and direct marketing
• Engage other organizations within the community
• Collaborate with sales and sourcing to develop strategic partnership activities and
implement the execution framework and strategic plan on identified opportunities
• Develop and lead a marketing team that will develop and execute new concepts,
business models, channels and partners to position business as innovator and
leader

Marketing Account Manager at Automotive Company

• Handling the daily marketing activates
• Developing suitable content ideas for every channel
• Following up social media insights and analyzing the performance of each channel
• Managing Facebook Ads and allocate budget effectively
• Preparing monthly report for clients
• Google Ad words and Google Analytics
• Demonstrates the ability to manage all search issues for the client
• Functions as a fully informed and reliable source of information for team members
• Train team members on utilization of new tools, platforms, strategies, and
optimization tactics
• Execute and champion each and every technical task related to Search Engine
Optimization (SEO)
• Ability to come up with actionable implementation items on clients’ websites
• Maintain high levels of awareness of organic and local search trends, best practices
and solutions with product team to optimize and maximize onsite SEO
• Contact and communicate with clients on a regular basis to review website and
campaign performances, and ROI, suggesting additional online marketing strategies
to increase conversion
• Keep current on the latest trends and technology in the search marketing and hotel
marketing industry
• Strong time management skills
• Ability to drive qualified traffic to web sites
• Strong Analytical skills and experience using enterprise Web Analytics

CERTIFICATIONS:
• Strategic Marketing Diploma- ISMM
• eCommerce Diploma – DMI
• Digital Marketing Transformation – DMI
• Digital marketing Certificate - Digital Marketing Institute
• Tracking Marketing & Analysis – PRIMEDIA
• Consumer Behavior Diploma – Oxford Training.
• SEO E-Commerce- Digital Marketing Institute
• Search Engine Optimization Advanced- SEMRUSH
• Web Master Tools – Tick SE.
• Content Marketing- CMI
• Marketing Strategy and Planning- AUC
• Google Analytics Advanced- Google
• Google Ads - Google
• Professional Marketing Diploma
• DoubleClick Search Fundamental- DoubleClick

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