GET https://rct.dev.bbntimes.com/technology/improving-your-company-success-rates-using-data-science

Response
200 OK
IP
3.145.65.174
Profiled on
Token
647591

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3613
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      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3732 => Symfony\Component\WebLink\Link {#3732
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3731 => Symfony\Component\WebLink\Link {#3731
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3730 => Symfony\Component\WebLink\Link {#3730
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3729 => Symfony\Component\WebLink\Link {#3729
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3723 => Symfony\Component\WebLink\Link {#3723
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3722 => Symfony\Component\WebLink\Link {#3722
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
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  "slug" => "improving-your-company-success-rates-using-data-science"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"47298b"
category 
"technology"
slug 
"improving-your-company-success-rates-using-data-science"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"care_did=3dfb02e1-c451-4491-b324-06a24eaa7b4b; PHPSESSID=f68rq6joonlelsppc62vq8jppt"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:32:48 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"647591"

Cookies

Request Cookies

Key Value
PHPSESSID 
"f68rq6joonlelsppc62vq8jppt"
care_did 
"3dfb02e1-c451-4491-b324-06a24eaa7b4b"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:31:48 +0000"
Last used 
"Sat, 22 Feb 25 13:32:46 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"pyhisfe8IUnnnznyzcFx7kWK-giVyyaWXTqXTH3rAmc"
_csrf/https-cookie_accept 
"hxmSXvsKFSUXVyzV610_I-4noYnMp77XdYVFaC9BJUI"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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    "function" => "require_once"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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  [
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
  [
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    "line" => 181
    "function" => "show"
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    "type" => "->"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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    ]
    "function" => "require_once"
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    "function" => "run"
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    "line" => 5
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
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  [
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    "function" => "onKernelResponse"
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    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"care_did=3dfb02e1-c451-4491-b324-06a24eaa7b4b; PHPSESSID=f68rq6joonlelsppc62vq8jppt"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/improving-your-company-success-rates-using-data-science"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/improving-your-company-success-rates-using-data-science"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nR_7iBoyj8JZ8-HGyD7AAAABQ"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/improving-your-company-success-rates-using-data-science"
REDIRECT_SCRIPT_URL 
"/technology/improving-your-company-success-rates-using-data-science"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nR_7iBoyj8JZ8-HGyD7AAAABQ"
REDIRECT_URL 
"/public/technology/improving-your-company-success-rates-using-data-science"
REMOTE_ADDR 
"3.145.65.174"
REMOTE_PORT 
"31525"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740231167
REQUEST_TIME_FLOAT 
1740231167.8864
REQUEST_URI 
"/technology/improving-your-company-success-rates-using-data-science"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/improving-your-company-success-rates-using-data-science"
SCRIPT_URL 
"/technology/improving-your-company-success-rates-using-data-science"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nR_7iBoyj8JZ8-HGyD7AAAABQ"

Sub Requests 6

CookieController :: renderAnalysis (token = 47fe1f)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"6732b2"

AppController :: renderHeader (token = 94ba47)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"72b99d"
slug 
"home"

ArticleController :: trendingArticle (token = 41518f)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"cead97"
category 
"Technology"

ArticleController :: relatedArticles (token = a0a641)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"596e90"
current_article 
App\Entity\Article {#1094
  -id: 11387
  -title: "Improving Your Company Success Rates Using Data Science"
  -slug: "improving-your-company-success-rates-using-data-science"
  -introtext: "<p>Data science has an immense benefit basket for any company.</p>\r\n"
  -content: """
    \r\n
    <p>But you must know that data science can solve a problem but can not discover the problem. This implies that if your <a href="companies/5-tips-to-expand-your-small-business" target="_blank" rel="noopener">business</a> has vast data, you should first decide the areas you want to work on or improve before <a href="society/useful-business-recruitment-tips-from-the-pros" target="_blank" rel="noopener">recruiting</a> data scientists.&nbsp;</p>\r\n
    <p>It is the job of data scientists to <a href="technology/the-role-of-big-data-in-analyzing-ratings-and-recommendations" target="_blank" rel="noopener">analyze</a> data and discover insights. However, it is not their work to find out what to look for. This needs to be done by company leaders and product managers. You can do a lot with data science to improve your business. If you are at the stage where you don’t know how data science can be helpful in the growth of your company, you can think of using it in the following ways:</p>\r\n
    <p>1)Developing better products</p>\r\n
    <p>2)Improving the quality of decisions</p>\r\n
    <p>3)Automation of time-taking and repetitive procedures</p>\r\n
    <p>Let us have a deeper look at how you can increase your firm’s success rate using data science.&nbsp;</p>\r\n
    <h2>Improving the Quality of Decision-Making</h2>\r\n
    <p>Each <a href="https://www.greenbiz.com/article/why-you-should-become-ultimate-decision-maker" target="_blank" rel="noopener">decision-maker</a> must have all the relevant data with them. If you do not stick to this strategy, there is a possible chance that some problems will occur because of unstructured data. To make some sense of the unstructured data, you need analytical forecasting tools to derive some form of insights from it.&nbsp;</p>\r\n
    <p>You can receive the relevant figures and statistics with the help of big data analytics. Using these numbers, your <a href="https://www.forbes.com/sites/kimberlywhitler/2022/04/04/how-to-tackle-internship-projects-at-f500-firms-insight-from-top-marketing-mba-students/?sh=526a88753a87" target="_blank" rel="noopener">firm</a> can develop predictive models that simulate a wide range of possibilities. Companies can understand which solutions work the best for them and can assist them in getting a suitable outcome.&nbsp;</p>\r\n
    <p>Keeping track of performance metrics and performing their analysis can help you do business more efficiently and innovatively. This boosts daily business operations and increases the chances of your enterprise’s success.</p>\r\n
    <h2>Data Science for Building Improved Products</h2>\r\n
    <p>If you incorporate data science in your enterprise, you can deliver an enhanced product to your target market primarily through two methods:</p>\r\n
    <ul>\r\n
    <li aria-level="1">\r\n
    <p>Add a customized touch to the product by personalizing it according to the customer’s preferences.&nbsp;</p>\r\n
    </li>\r\n
    <li aria-level="1">\r\n
    <p>Make the product into something different to get an entirely new experience.&nbsp;</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p>Machine learning is lucrative for enterprises since it can create substantial value and allow more innovation to transform their business operations. The three significant machine learning algorithms include reinforcement, unsupervised, and supervised learning.&nbsp;</p>\r\n
    <p>When we talk about supervised and unsupervised learning, it can get confusing sometimes due to the discussion’s technical nature. Supervised learning is forecasting an outcome. On the other hand, unsupervised learning is about discovering a pattern. Both types of learning can enable you to provide improved products to your customer base by learning more about them.&nbsp;</p>\r\n
    <p>Getting a <a href="https://www.mygreatlearning.com/pg-program-data-science-online-course" target="_blank" rel="noopener">data science certification from Great Learning</a> is the first step to diving deep into both supervised and unsupervised learning. If you wish to offer a better product portfolio, doing your homework is necessary.&nbsp;</p>\r\n
    <h2>Discovering and Targeting Potential Audience</h2>\r\n
    <p>Since data growth is an ongoing process, sometimes it might get troublesome for your consumers and enterprise to harness what is relevant. The data collected from different sources such as website hits, email surveys, Facebook or Instagram likes, and comments are confidential. Hence, you need to analyze them carefully to understand customer behavior and predict their future actions.&nbsp;</p>\r\n
    <p>With the help of machine learning algorithms, you can merge data points and the information collected from your customer base to receive detailed insights and reach out to the audience more efficiently. In simpler words, you can customize your products and services, keeping the target audience in mind so that the developed set of products suits their needs.&nbsp;</p>\r\n
    <h2>Use Data Science For Automation of Processes</h2>\r\n
    <p><img src="/images/articles/global-economy/What_a_Degree_in_Public_Health_Taught_me_about_Data_Science.jpeg" alt="What a Degree in Public Health Taught me about Data Science" width="600" height="421" /></p>\r\n
    <p>Automation is one of the fastest emerging trends in modern technology. Let us see what applications data science has for building automated innovations. Machine learning can lead to less usage of many resources using the processes of processing, retrieval, or generation of content. These are more important now because this is the era of colossal information repositories where the data stored does not contain any intrinsic order and is mostly unstructured.&nbsp;</p>\r\n
    <p>For instance, brand managers analyze huge groups of posts, videos, and photos from social media sites every day and try to comprehend where, how, and when the general public utilizes their product and the general perception of the brand. Machine learning comes into the picture since data scientists can use it to make image analysis and detection automatic.&nbsp;</p>\r\n
    <p>Data science professionals can develop products to retrieve and analyze photos that display your brand in some form. This can go a long way in saving the time of your most talented employees, and they can focus their time and efforts on more important things.&nbsp;</p>\r\n
    <h2>It Lets You Discover the Best Talent</h2>\r\n
    <p><img src="/images/articles/global-economy/_What_is_the_Best_Time_to_Send_Money_Home_When_Working_Abroad_.jpg" alt=" What is the Best Time to Send Money Home When Working Abroad " width="600" height="390" /></p>\r\n
    <p>Recruiting is one of the most tiring tasks, but with data science on your side, this procedure can happen more quickly and with added accuracy. Many data points are readily available on the web associated with talent due to social media, opportunity websites, and corporate databases.&nbsp;</p>\r\n
    <p>Enterprises can access these data points and employ analytical processes to discover the candidate who would suit the role perfectly. With the help of <a href="https://www.mygreatlearning.com/pg-program-data-engineering-online-course" target="_blank" rel="noopener">Great learning's data science and engineering</a> applications, companies can find the perfect employee easily.&nbsp;</p>\r\n
    <h2>Final Thoughts</h2>\r\n
    <p>Utilizing all the data science applications in your enterprise can increase the success rate of your business in more than one way. Some of these ways are recruiting, marketing, training, and a lot more. Data analytics has a lot of usefulness in making intelligent decisions, and these decisions can affect your enterprise’s strategy and investment areas in a huge way.&nbsp;</p>\r\n
    <p>You should put as much effort as possible into employing data science and retrieving insights related to your performance. Wherever big data goes, it adds value, and this is why many people are doing data science courses from Great Learning. Make sure you check it out too if you wish to add one more skill to your skillset.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1650470100 {#1145
    date: 2022-04-20 15:55:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1650470294 {#1150
    date: 2022-04-20 15:58:14.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 2004
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1650470100 {#1148
    date: 2022-04-20 15:55:00.0 UTC (+00:00)
  }
  -metakey: "Improving Your Company Success Rates Using Data Science"
  -metadesc: "Data science has an immense benefit basket for any company."
  -robots: null
  -publishedAt: DateTime @1650470100 {#1147
    date: 2022-04-20 15:55:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = f12d11)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"c94f50"

CookieController :: renderCookie (token = 938a2a)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a82564"