{"id":15364,"date":"2021-05-03T20:30:20","date_gmt":"2021-05-03T15:00:20","guid":{"rendered":"https:\/\/coforge.site\/cigniti\/blog\/?p=15364"},"modified":"2021-11-19T16:42:55","modified_gmt":"2021-11-19T11:12:55","slug":"big-data-testing-digital-customer-experience","status":"publish","type":"post","link":"https:\/\/coforge.site\/cigniti\/blog\/big-data-testing-digital-customer-experience\/","title":{"rendered":"The need of big data testing for digital customer experience"},"content":{"rendered":"<p><span data-contrast=\"auto\">In today\u2019s world of digitalization, the top motive for enterprises\u00a0<\/span><span data-contrast=\"auto\">is<\/span><span data-contrast=\"auto\">\u00a0to ensure a robust digital customer experience.<\/span><span data-contrast=\"auto\">\u00a0However, tracking this experience has been a challenge for eons.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">T<\/span><span data-contrast=\"auto\">he advent of emerging technologies such as Artificial Intelligence (AI)<\/span><span data-contrast=\"auto\">\/<\/span><span data-contrast=\"auto\">Machine Learning (ML),\u00a0<\/span><span data-contrast=\"auto\">5G,\u00a0<\/span><span data-contrast=\"auto\">Internet of Things (IoT), and Big Data &amp; Analytics,\u00a0<\/span><span data-contrast=\"auto\">has made measuring\u00a0<\/span><span data-contrast=\"auto\">customer experience\u00a0<\/span><span data-contrast=\"auto\">possible now.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">According to\u00a0<\/span><b><i><span data-contrast=\"auto\">Ed Thompson<\/span><\/i><\/b><span data-contrast=\"auto\">,\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">istinguished VP\u00a0<\/span><span data-contrast=\"auto\">a<\/span><span data-contrast=\"auto\">nalyst,\u00a0<\/span><b><i><span data-contrast=\"auto\">Gartner<\/span><\/i><\/b><span data-contrast=\"auto\">, \u201c<\/span><b><i><span data-contrast=\"auto\">The field of customer experience (CX) management is on the rise and there\u2019s no sign of it stopping. More than 5,000 organizations worldwide now have a dedicated CX leader, nearly half of whom report to the CEO. This increasing level of CEO oversight shows the importance of CX to the bottom line, hence the need for measurement<\/span><\/i><\/b><span data-contrast=\"auto\">.\u201d<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">While AI\/ML,<\/span><span data-contrast=\"auto\">\u00a05G,<\/span><span data-contrast=\"auto\">\u00a0and IoT can indirectly help gauge the customer experience, Big Data &amp; Analytics\u00a0<\/span><span data-contrast=\"auto\">is going to\u00a0<\/span><span data-contrast=\"auto\">play<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">a big role\u00a0<\/span><span data-contrast=\"auto\">in measuring the\u00a0<\/span><span data-contrast=\"auto\">profundity<\/span><span data-contrast=\"auto\">\u00a0of customer experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"2\"><strong>Measuring\u00a0Customer Experience\u00a0<\/strong><\/h4>\n<p><span data-contrast=\"auto\">Gartner in its recent study emphasized on 5 types of metrics\u00a0<\/span><span data-contrast=\"auto\">such as Customer satisfaction (CSAT),\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">ustomer loyalty\/retention\/churn,\u00a0<\/span><span data-contrast=\"auto\">a<\/span><span data-contrast=\"auto\">dvocacy\/reputation\/brand, Quality\/operations, and\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">mployee engagement\u00a0<\/span><span data-contrast=\"auto\">to measure customer experience<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">While all these metrics quantify the measurement of customer experience, it is imperative to understand that\u00a0<\/span><span data-contrast=\"auto\">only\u00a0<\/span><span data-contrast=\"auto\">those\u00a0<\/span><span data-contrast=\"auto\">metrics need to be taken into consideration that are relevant to the business.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><i><span data-contrast=\"auto\">Nate Jones<\/span><\/i><\/b><span data-contrast=\"auto\">, Director of Customer Support at\u00a0<\/span><b><i><span data-contrast=\"auto\">SimpleNexus<\/span><\/i><\/b><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">says\u00a0<\/span><span data-contrast=\"auto\">that\u201d No<\/span><b><i><span data-contrast=\"auto\">\u00a0matter which metrics you choose to use, make sure they are predictive of the outcome you are trying to avoid or promote. Too many businesses gather the metrics because they feel like they are supposed to and don\u2019t understand how to get the value out of them<\/span><\/i><\/b><span data-contrast=\"auto\">.\u201d<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">It is learnt that more enterprises are better off with one customer experience metric and one related behavioral metric. Keeping it simple without any complexity adds value and helps enterprises focus on things that\u00a0<\/span><span data-contrast=\"auto\">truly<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">matter<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Recent studies by industry experts suggest that it is only the correct analysis, meaningful use of data collected, and holistic approach that can help improve the <a href=\"https:\/\/www.incight.ai\/?utm_source=blog&amp;utm_medium=hyperlink&amp;utm_campaign=incight\" target=\"_blank\" rel=\"noopener\">digital customer experience<\/a>.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"2\"><strong>Improving\u00a0digital customer experience\u00a0with Big Data\u00a0Analytics\u00a0<\/strong><\/h4>\n<p><span data-contrast=\"auto\">Big Data Analytics has immense potential to empower customer experience in today\u2019s\u00a0<\/span><span data-contrast=\"auto\">rapidly<\/span><span data-contrast=\"auto\">\u00a0developing digital economy.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Customer insights are collected from various valid touchpoints.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">Brands\u00a0<\/span><span data-contrast=\"auto\">accrue<\/span><span data-contrast=\"auto\">\u00a0an incredible amount of data such as purchase history to social media\u00a0<\/span><span data-contrast=\"auto\">annotation<\/span><span data-contrast=\"auto\">\u00a0from its customers.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Big Data processes this data using a set of techniques or programming models and subsequently extracts useful information for supporting and providing decisions.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Few ways to improve digital customer experience\u00a0<\/span><span data-contrast=\"auto\">are:\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Collect customer experience data across the digital life cycle.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Understand customer sentiments to connect on an emotional level<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Analyze and evaluate experiences through an open-ended framework.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Embrace your customers for what they do, rather than what you think they\u2019re doing.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Identify the metrics that ha<\/span><span data-contrast=\"auto\">ve<\/span><span data-contrast=\"auto\">\u00a0scope\u00a0<\/span><span data-contrast=\"auto\">for<\/span><span data-contrast=\"auto\">\u00a0improvement.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Enhance targeted marketing practices<\/span><span data-contrast=\"auto\">\u00a0and improve\u00a0<\/span><span data-contrast=\"auto\">customer\u00a0<\/span><span data-contrast=\"auto\">communications.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Focus on the quality of the data rather than the quantity.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">O<\/span><span data-contrast=\"auto\">nline businesses must\u00a0<\/span><span data-contrast=\"auto\">really<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">comprehend<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">the<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">behavior<\/span><span data-contrast=\"auto\">\u00a0and\u00a0<\/span><span data-contrast=\"auto\">experience<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">of the customer\u00a0<\/span><span data-contrast=\"auto\">in order to succeed\u00a0<\/span><span data-contrast=\"auto\">or\u00a0<\/span><span data-contrast=\"auto\">survive<\/span><span data-contrast=\"auto\">\u00a0in this pandemic era.\u00a0<\/span><span data-contrast=\"auto\">it is imperative that they easily tap into Big Data sources and leverage that data to gain critical insight.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">While it is evident that Big Data &amp; Analytics play a pivotal role in enhancing the customer experience, it is prudent to verify the sanctity of the data being processed. This is where Big Data Testing come<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">\u00a0into the radar.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"2\"><strong>Big Data Testing\u00a0for\u00a0better\u00a0data quality\u00a0<\/strong><\/h4>\n<p><span data-contrast=\"auto\">According to\u00a0<\/span><b><i><span data-contrast=\"auto\">Evans Data Corporation<\/span><\/i><\/b><span data-contrast=\"auto\">, \u201c<\/span><b><i><span data-contrast=\"auto\">19.2% of big data app developers say quality of data is the biggest problem they consistently face<\/span><\/i><\/b><span data-contrast=\"auto\">\u201d.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Data quality is a vital characteristic that determines the trustworthiness of decision-making.<\/span><span data-contrast=\"auto\">\u00a0It helps you manage and cleanse data while making it available across the enterprise.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">With Big Data comes bad data. So, it is imperative\u00a0<\/span><span data-contrast=\"auto\">that the processed data\u00a0<\/span><span data-contrast=\"auto\">adheres to<\/span><span data-contrast=\"auto\">\u00a0the<\/span><span data-contrast=\"auto\">\u00a0highest standards.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Big Data testing is completely different when compared to the t<\/span><span data-contrast=\"auto\">ypical testing around traditional data warehouses or databases\u00a0<\/span><span data-contrast=\"auto\">that\u00a0<\/span><span data-contrast=\"auto\">revolve around structured data and us<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">Structured Query Language (SQL)<\/span><span data-contrast=\"auto\">\u00a0to accomplish the testing.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Big Data deals with not only structured data, but also semi-structured and unstructured data and typically relies on\u00a0<\/span><span data-contrast=\"auto\">Hibernate Query Language (HQL).<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Data Validation, Process Validation, and Outcome Validation are the key components of Big Data Testing.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">While validating the data, the collected data is ensured to be accurate and not corrupted. This collected data is sent to Hadoop Distributed File System (HDFS) for validation where it is partitioned and thoroughly checked.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The processed data is then validated and considered complete only after the tester<\/span><span data-contrast=\"auto\">\u00a0verif<\/span><span data-contrast=\"auto\">ies<\/span><span data-contrast=\"auto\">\u00a0the process and the key-value pair generation.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The data is then down streamed to check for distortion and the output files are moved to Enterprise Datawarehouse (EDW) which checks for data corruption.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The final processed data is ensured to be corrupt free and this quality data will act as a catalyst to\u00a0<\/span><span data-contrast=\"auto\">fuel superior customer experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"2\"><strong>Accurate\u00a0data analysis ensures superior customer experience\u00a0<\/strong><\/h4>\n<p><span data-contrast=\"auto\">By parsing massive volumes of data into bite-size pieces for analysis, data analytics tools can deliver sales and service teams with<\/span><span data-contrast=\"auto\">:<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">in-depth insights into consumer behavior<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">predict<\/span><span data-contrast=\"auto\">ing<\/span><span data-contrast=\"auto\">\u00a0future outcomes of campaigns<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">helping\u00a0<\/span><span data-contrast=\"auto\">reps manage their personal pipelines<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">show<\/span><span data-contrast=\"auto\">ing<\/span><span data-contrast=\"auto\">\u00a0clients up-to-date data.\u00a0<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">With these factors, it becomes easy for the sales and service teams to identify what is required to the customer and subsequently help attain superior customer experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">According to\u00a0<\/span><b><i><span data-contrast=\"auto\">Gartner<\/span><\/i><\/b><span data-contrast=\"auto\">, \u201c<\/span><b><i><span data-contrast=\"auto\">With the right approach, business intelligence can be a leading source of competitive advantage. Organizations have an opportunity to use enterprise analytics to drive digital transformation and redefine the customer experience. To accomplish this, data and analytics leaders must create a data-driven culture focused on delivering business outcomes<\/span><\/i><\/b><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u201d<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Rather than attempting to control or own business analytics, successful IT leaders train and partner with business led teams to help them effectively exploit Big Data analytics for enhanced digital customer experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4 aria-level=\"2\"><strong>Closing Thoughts\u00a0<\/strong><\/h4>\n<p><span data-contrast=\"auto\">It is imperative to identify core business priorities\u00a0<\/span><span data-contrast=\"auto\">first\u00a0<\/span><span data-contrast=\"auto\">to ensure\u00a0<\/span><span data-contrast=\"auto\">that\u00a0<\/span><span data-contrast=\"auto\">business opportunities are driving your analytics investments<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">While many firms<\/span><span data-contrast=\"auto\">\u00a0become more data-driven with business models that depend on data<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0deprived quality data will gradually become a systemic problem.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Cigniti\u2019s<\/span><span data-contrast=\"auto\">\u00a0<\/span><a href=\"https:\/\/www.cigniti.com\/resource\/case-studies\/big-data-testing-development-secure-search-applications\/?utm_source=blog&amp;utm_medium=hyperlink&amp;utm_campaign=CaseStudy\" class=\"broken_link\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Big Data Testing framework<\/span><\/a><span data-contrast=\"auto\">\u00a0helps clients measure and improve digital customer experience using Big Data Analytics.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">Cigniti leverages its experience of having tested large scale data warehousing and business intelligence applications to offer a host of Big Data testing services and solutions such as BI application Usability Testing.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Our\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">ustomer\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">xperience\u00a0<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">olutions include \u2013\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">1. Quantify<\/span><\/b><b><span data-contrast=\"auto\">ing<\/span><\/b><b><span data-contrast=\"auto\">\u00a0<\/span><\/b><b><span data-contrast=\"auto\">d<\/span><\/b><b><span data-contrast=\"auto\">igital CX and\u00a0<\/span><\/b><b><span data-contrast=\"auto\">c<\/span><\/b><b><span data-contrast=\"auto\">lose visibility gaps<\/span><\/b><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:360,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Holistically (pre, run-time, post) quantify how digital users interact with your services<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Close the visibility gap by ingesting device, sentiment, analytics<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0and infrastructure data into a single AI&amp;ML powered analytics platform<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"auto\">2. Real-time\u00a0<\/span><\/b><b><span data-contrast=\"auto\">d<\/span><\/b><b><span data-contrast=\"auto\">igital CX knowledge<\/span><\/b><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:360,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Outside-in\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital CX approach by focusing on\u00a0<\/span><span data-contrast=\"auto\">r<\/span><span data-contrast=\"auto\">eal\u00a0<\/span><span data-contrast=\"auto\">u<\/span><span data-contrast=\"auto\">ser\u00a0<\/span><span data-contrast=\"auto\">m<\/span><span data-contrast=\"auto\">onitoring and\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">evice\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">nd\u00a0<\/span><span data-contrast=\"auto\">p<\/span><span data-contrast=\"auto\">oint analysis<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Identify any symptoms that contribute to performance issues, downtime, or other disruptions to the\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital CX in real-time<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Assess the root causes and recommends solutions to support, development, and infrastructure teams<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"auto\">3. Composite\u00a0<\/span><\/b><b><span data-contrast=\"auto\">d<\/span><\/b><b><span data-contrast=\"auto\">igital CX Score, predictability of ratings and correlation to\u00a0<\/span><\/b><b><span data-contrast=\"auto\">b<\/span><\/b><b><span data-contrast=\"auto\">usiness\u00a0<\/span><\/b><b><span data-contrast=\"auto\">o<\/span><\/b><b><span data-contrast=\"auto\">utcomes<\/span><\/b><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:360,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Summarize\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">nd-to-<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">nd\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">xperience in a configurable composite business KPI \u2013\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">ustomer\u00a0<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">xperience\u00a0<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">core<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Analyze\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital CX insights early enough for proactive digital service improvements by predicting\u00a0<\/span><span data-contrast=\"auto\">r<\/span><span data-contrast=\"auto\">atings and\u00a0<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">tory\u00a0<\/span><span data-contrast=\"auto\">b<\/span><span data-contrast=\"auto\">oard\u00a0<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">entiment<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Deliver AI\/ML-based\u00a0<\/span><span data-contrast=\"auto\">b<\/span><span data-contrast=\"auto\">usiness\u00a0<\/span><span data-contrast=\"auto\">o<\/span><span data-contrast=\"auto\">utcome correlation by providing business metrics \u2013\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">ustomer\u00a0<\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">hurn\u00a0<\/span><span data-contrast=\"auto\">p<\/span><span data-contrast=\"auto\">rediction and\u00a0<\/span><span data-contrast=\"auto\">d<\/span><span data-contrast=\"auto\">igital CX\u00a0<\/span><span data-contrast=\"auto\">b<\/span><span data-contrast=\"auto\">enchmarking<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Need help? Talk to our\u00a0<\/span><a href=\"https:\/\/www.cigniti.com\/services\/bigdata-testing\/?utm_source=blog&amp;utm_medium=hyperlink&amp;utm_campaign=BigData\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Big Data Testing<\/span><\/a><span data-contrast=\"auto\">\u00a0and Customer Experience<\/span><span data-contrast=\"auto\">\u00a0experts\u00a0<\/span><span data-contrast=\"auto\">to know more about Big Data Testing for superior digital customer experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In today\u2019s world of digitalization, the top motive for enterprises\u00a0is\u00a0to ensure a robust digital customer experience.\u00a0However, tracking this experience has been a challenge for eons.\u00a0 The advent of emerging technologies such as Artificial Intelligence (AI)\/Machine Learning (ML),\u00a05G,\u00a0Internet of Things (IoT), and Big Data &amp; Analytics,\u00a0has made measuring\u00a0customer experience\u00a0possible now.\u00a0\u00a0 According to\u00a0Ed Thompson,\u00a0distinguished VP\u00a0analyst,\u00a0Gartner, \u201cThe field [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":15365,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[203,3507],"tags":[2235,900,3347,2240,200,3348,3349,908,2241,909,3460,3493,1002,3491,3492,3346,1671,3508,2204],"ppma_author":[3727],"class_list":["post-15364","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-big-data-testing","category-customer-experience","tag-big-data-and-analytics-testing","tag-big-data-application-testing","tag-big-data-automation-testing-framework","tag-big-data-performance-testing","tag-big-data-testing","tag-big-data-testing-approach","tag-big-data-testing-company","tag-big-data-testing-services","tag-big-data-testing-solutions","tag-big-data-testing-strategy","tag-customer-experience-assurance","tag-customer-experience-strategy","tag-customer-experience-testing","tag-cx-assurance","tag-cx-strategy","tag-data-analytics-testing-services","tag-testing-big-data-applications","tag-testing-customer-experience","tag-user-experience-testing"],"authors":[{"term_id":3727,"user_id":20,"is_guest":0,"slug":"cigniti","display_name":"About Cigniti (A Coforge Company)","avatar_url":{"url":"https:\/\/coforge.site\/cigniti\/blog\/wp-content\/uploads\/2024\/10\/Coforge-blog-Logo.png","url2x":"https:\/\/coforge.site\/cigniti\/blog\/wp-content\/uploads\/2024\/10\/Coforge-blog-Logo.png"},"author_category":"","user_url":"https:\/\/www.cigniti.com\/","last_name":"(A Coforge Company)","first_name":"About Cigniti","job_title":"","description":"Cigniti Technologies Limited, a Coforge company, is the world\u2019s leading AI &amp; IP-led Digital Assurance and Digital Engineering services provider. Headquartered in Hyderabad, India, Cigniti\u2019s 4200+ employees help Fortune 500 &amp; Global 2000 enterprises across 25 countries accelerate their digital transformation journey across various stages of digital adoption and help them achieve market leadership by providing transformation services leveraging IP &amp; platform-led innovation with expertise across multiple verticals and domains.\r\n<br>\r\nLearn more about Cigniti at <a href=\"https:\/\/www.cigniti.com\/\">www.cigniti.com<\/a> and about Coforge at <a href=\"https:\/\/www.coforge.com\/\">www.coforge.com<\/a>."}],"_links":{"self":[{"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/posts\/15364","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/comments?post=15364"}],"version-history":[{"count":0,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/posts\/15364\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/media\/15365"}],"wp:attachment":[{"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/media?parent=15364"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/categories?post=15364"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/tags?post=15364"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/coforge.site\/cigniti\/blog\/wp-json\/wp\/v2\/ppma_author?post=15364"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}