GET https://rct.dev.bbntimes.com/financial/how-machine-learning-is-impacting-the-finance-industry

Response
200 OK
IP
216.73.216.16
Profiled on
Token
8cb4a4

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
_links 
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    3657 => Symfony\Component\WebLink\Link {#3657
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"article_show"
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[
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"5e02e2"
category 
"financial"
slug 
"how-machine-learning-is-impacting-the-finance-industry"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=09s3svmk8a6t290furc5ksan6q"
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 
"Tue, 09 Sep 2025 15:02:04 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 
"8cb4a4"

Cookies

Request Cookies

Key Value
PHPSESSID 
"09s3svmk8a6t290furc5ksan6q"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Tue, 09 Sep 25 15:01:30 +0000"
Last used 
"Tue, 09 Sep 25 15:02:03 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"LnbPIn7xysOjYnzrftC-_XjGCeYq1tVUK3_1o99TUcc"
_csrf/https-cookie_accept 
"JjYJ7zUXF-ycL5dvrOf7HVxohdA77M8Hu499GMMi28w"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "function" => "run"
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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"
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    "function" => "getMetadataBag"
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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
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    "function" => "__invoke"
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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 
"PHPSESSID=09s3svmk8a6t290furc5ksan6q"
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/financial/how-machine-learning-is-impacting-the-finance-industry"
REDIRECT_REDIRECT_SCRIPT_URL 
"/financial/how-machine-learning-is-impacting-the-finance-industry"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aMBBaE0iPAZ2-E1xUUDFhAAAAJI"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/financial/how-machine-learning-is-impacting-the-finance-industry"
REDIRECT_SCRIPT_URL 
"/financial/how-machine-learning-is-impacting-the-finance-industry"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aMBBaE0iPAZ2-E1xUUDFhAAAAJI"
REDIRECT_URL 
"/public/financial/how-machine-learning-is-impacting-the-finance-industry"
REMOTE_ADDR 
"216.73.216.16"
REMOTE_PORT 
"37333"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1757430120
REQUEST_TIME_FLOAT 
1757430120.9966
REQUEST_URI 
"/financial/how-machine-learning-is-impacting-the-finance-industry"
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/financial/how-machine-learning-is-impacting-the-finance-industry"
SCRIPT_URL 
"/financial/how-machine-learning-is-impacting-the-finance-industry"
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 
"aMBBaE0iPAZ2-E1xUUDFhAAAAJI"

Sub Requests 6

CookieController :: renderAnalysis (token = ca1cdc)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a35f7e"

AppController :: renderHeader (token = 813f35)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a5d5e2"
slug 
"home"

ArticleController :: trendingArticle (token = 34e01c)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4a69a8"
category 
"Finance"

ArticleController :: relatedArticles (token = 1a8a40)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f547b6"
current_article 
App\Entity\Article {#1094
  -id: 10521
  -title: "How Machine Learning is Impacting the Finance Industry"
  -slug: "how-machine-learning-is-impacting-the-finance-industry"
  -introtext: "<p>Machine learning is&nbsp;streamlining and optimizing processes&nbsp;ranging from credit decisions to quantitative trading and financial risk management.</p>\r\n"
  -content: """
    \r\n
    <p>This exciting technology has the potential to transform financial services business models and markets for trading, credit and <a href="technology/blockchain-technology-in-2021-will-blockchain-finally-reach-its-potential" target="_blank" rel="noopener">blockchain-based finance</a>, reduce friction and enhance product offerings.</p>\r\n
    <h1>What is Machine Learning?</h1>\r\n
    <p><img src="/images/Machine_Learning_Explained.png" alt="Machine_Learning_Explained.png" /></p>\r\n
    <p><b><br />Machine learning</b>&nbsp;is a subset of artificial intelligence that utilizes advanced statistical techniques to enable computing systems to&nbsp;<i>improv</i>e at tasks with experience over time. Chatbots like Amazon’s Alexa and Apple’s Siri improve every year thanks to constant use by consumers coupled with the machine learning that takes place in the background.</p>\r\n
    <h1>The Role of Machine Learning in the Finance Industry&nbsp;</h1>\r\n
    <p><img src="/images/Machine_Learning_in_Banking.png" alt="Machine_Learning_in_Banking.png" width="1065" height="674" /></p>\r\n
    <p><br /><a href="https://www.mckinsey.com/industries/financial-services/our-insights/ai-bank-of-the-future-can-banks-meet-the-ai-challenge" target="_blank" rel="noopener">Machine learning has grown substantially</a> within the finance industry, enabled by the abundance of available data and the increase in the affordability of computing capacity.</p>\r\n
    <p>The technology is increasingly deployed by financial services organizations in the following areas:</p>\r\n
    <ul>\r\n
    <li><strong>Anti-money laundering, fraud monitoring and detection</strong></li>\r\n
    <li>\r\n
    <p><strong>Tailored products&nbsp;</strong></p>\r\n
    </li>\r\n
    <li><strong>Algorithmic trading&nbsp;</strong></li>\r\n
    <li>\r\n
    <p><strong>Chatbots and customer service support</strong></p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Sentiment analysis</strong></p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Robo-advice</strong></p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Management of portfolio strategies</strong></p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Automated execution</strong></p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Process optimisation</strong></p>\r\n
    </li>\r\n
    </ul>\r\n
    <h1>5 Use Cases of Machine Learning in the Finance Industry</h1>\r\n
    <p><img src="/images/Machine_Learning_Use_Cases.png" alt="Machine_Learning_Use_Cases.png" width="889" height="558" /></p>\r\n
    <p class="text-muted"><br />Machine learning in finance is creating a huge impact; let’s take a look how.</p>\r\n
    <h2>1. Personalized Products &amp; Services&nbsp;</h2>\r\n
    <p>Gone are the days when financial services only meant saving money in the bank or taking a loan from it. Machine learning expands the gamut of financial services by means of what are called as consumer financial services. Consumer financial services keep the consumers and their unique demands at the core of their highly optimized offerings. Machine learning makes it possible to provide consumers with a personal financial concierge that automatically lets you decide a suitable style of spending, saving, and investing that are based on your personal habits and goals. With machine learning in finance, it’s possible to create intelligent products that can learn from your financial data and determine what’s working for you and what’s not, and help you track your financial activities better.</p>\r\n
    <h2>2. Reduced Cost of Transactions</h2>\r\n
    <p>This is something we all must have experienced and would, therefore, agree with. Machine learning in finance has automated processes and drastically reduced the cost of serving customers. While machine learning has, on one hand, reduced the cost of financial services, on the other, it has made financing extremely convenient to avail. Through various digital servicing channels, Machine learning is proving effective in attracting that large section of the population to financial services, which previously found them cumbersome, expensive, and time-consuming.</p>\r\n
    <h2>3. Newer Management Styles</h2>\r\n
    <p>Machine learning in finance is opening up new avenues for banking and insurance leaders to seek advice. No more are financial experts limited to human opinions in order to make forecasts or recommendations in the field of finance. With&nbsp;machine learning in finance, these leaders can now ask machines questions that are pertinent to their business and these machines can, in turn, analyze data and help them take data-driven management decisions. As far as consumers are concerned, they can have their financial portfolio managed at essentially no management fee and with high efficiency, as opposed to availing the services of a traditional advisor who may charge around 1% of your investments.</p>\r\n
    <h2>4. Pre-Empted Fraud Scenarios</h2>\r\n
    <p>With machine learning, it is possible to simulate umpteen situations where a fraud or cyber crime may occur. Machine learning in finance, therefore, follows a proactive approach to making the financial services’ environment safe and breach-proof. Unlike before, designers of a financial service system do not need to wait for an incidence of fraud to be detected and then secure a system. Machine learning is helping the field of finance innovate freely by securing its products and services through a continuous understanding of human psychology. Besides,&nbsp;machine learning in finance also helps keep a strict regulatory oversight. Machine learning ensures that all policies, regulations, and security measures are being sincerely followed while designing and delivering any financial service.</p>\r\n
    <h2>5. Automation of Transactions</h2>\r\n
    <p>Critical decisions in fields like finance cannot afford to be marred by the inaccuracy involved in human decisions. Machine learning in finance implies thorough research, understanding, and learning over long periods of time and vast volumes of data. Machine learning introduces automation in areas that require high degrees of incisiveness thereby, safeguarding the trust of consumers.</p>\r\n
    <h1>The Future of Machine Learning in the Finance Industry</h1>\r\n
    <p><strong>Machine learning is all about continuous learning and re-learning of patterns</strong>, data, and developments in the financial world.</p>\r\n
    <p><a href="https://www.pwc.com/us/en/industries/financial-services/research-institute/top-issues/artificial-intelligence.html" target="_blank" rel="noopener">It gives financial organizations more flexibility</a> to build upon their current systems, products and services.&nbsp;</p>\r\n
    <p><img src="/images/Future_of_AI_in_Banking_2022.png" alt="Future_of_AI_in_Banking_2022.png" width="1022" height="500" /><br /><br /></p>\r\n
    <p><a href="https://fintechmagazine.com/financial-services-finserv/fintech-ai-and-future-financial-services#:~:text=The%20future%20of%20AI%20chatbots%20in%20financial%20services&amp;text=Research%20shows%20that%3A,mobile%20banking%20apps%20in%202023." target="_blank" rel="noopener">Successful banking-related </a><strong>chatbot interactions will grow 3,1505%</strong> between 2019-2023.&nbsp;</p>\r\n
    <p><b>826 million hours will be saved by banks through chatbot interactions in</b>&nbsp;2023.</p>\r\n
    <p><strong>79% of successful chatbot interactions will be through mobile banking apps</strong> in 2023.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1675959131 {#1145
    date: 2023-02-09 16:12:11.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1675959340 {#1150
    date: 2023-02-09 16:15:40.0 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: 17440
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1675959131 {#1148
    date: 2023-02-09 16:12:11.0 UTC (+00:00)
  }
  -metakey: "How Machine Learning is Impacting the Finance Industry"
  -metadesc: "Machine learning is\u{A0}streamlining and optimizing processes\u{A0}ranging from credit decisions to quantitative trading and financial risk management."
  -robots: null
  -publishedAt: DateTime @1675959131 {#1147
    date: 2023-02-09 16:12:11.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 47297b)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"35fff9"

CookieController :: renderCookie (token = 70cf5b)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"9fe1a3"