{"id":111,"date":"2016-12-30T03:20:00","date_gmt":"2016-12-30T03:20:00","guid":{"rendered":"https:\/\/www.timeteccloud.com\/blog\/index.php\/2016\/12\/30\/4-ways-cloud-has-changed-data-analysis\/"},"modified":"2024-10-15T07:43:22","modified_gmt":"2024-10-15T07:43:22","slug":"4-ways-cloud-has-changed-data-analysis","status":"publish","type":"post","link":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/","title":{"rendered":"4 Ways Cloud has Changed Data Analysis"},"content":{"rendered":"<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">What are the components necessary to carry out data analysis? Usually, this includes a suitable data collection process, the architecture, and infrastructure in place, access to data, transformation, techniques and models for analysis and finally the interpretation of results.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Add in the Cloud element and the process is similar to what is commonly practiced, with exception to differences in the method of data generation, storage, and access. Information can be collected on a larger scale and centralized more conveniently because of the scalability and broad network access feature when using cloud infrastructure. <\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Data is also now remotely hosted but the access is ubiquitous. Applications and services operating on a\u00a0cloud platform can be accessed worldwide by users on connected computers and smartphones.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"color: black; font-family: Optima; font-size: 12.0pt; line-height: 107%; mso-bidi-font-family: 'Times New Roman'; mso-fareast-font-family: 'Times New Roman'; mso-fareast-language: EN-MY;\">In TimeTec TA, essentially what we offer is a system that captures, stores and processes the data of working hours for employees using cloud technology. With cloud, the <\/span><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">data is simply generated through more methods, capable of incorporating the interaction from many computer browsers and mobile devices.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">So, how does cloud change data analysis for the better?<span style=\"mso-spacerun: yes;\">\u00a0 <\/span><\/span><\/div>\n<div style=\"text-align: justify;\"><b style=\"mso-bidi-font-weight: normal;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Better Access <\/span><\/b><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">When we use the cloud software such as TimeTec TA for time and attendance, it leads to better data accessibility as the privilege of access can now be offered to all employees based on company policies and role settings. Each staff can access their own attendance records in real time and request for amendments where necessary. This gives them the chance to manage their own time and fosters responsibility for their own performance. <\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Using system role, direct supervisors who work with employees on a day to day basis is given the tool to effectively manage people in their own team. Information sharing becomes straightforward and aligned with operational needs and personnel responsibilities.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">By giving access to relevant information within limits, these people can also analyze patterns in the working hours and spot inconsistencies or non-compliance instead of leaving it all in the hands of the Human Resource Manager or Administrative staff.<\/span><\/div>\n<div style=\"text-align: justify;\"><b style=\"mso-bidi-font-weight: normal;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Better Response Time<\/span><\/b><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Over here at TimeTec, we are constantly working on making improvements and product enhancements to deliver the best possible user experience to customers. To achieve that, we need to understand our users\u2019 needs, and naturally, this entails gathering information and customer feedback before making changes. We also established a mechanism such as \u2018Request Form\u2019 for users to directly share their thoughts or submit features request within the software. <\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Due to the nature of a cloud-based system, performing clear analysis in this step is even more crucial as the eventual solution when it goes live; as it is immediately and simultaneously available to all users. However, the upside is that this becomes an opportunity for us to achieve a better response time for our\u00a0customers. <span style=\"mso-spacerun: yes;\">\u00a0\u00a0<\/span><\/span><\/div>\n<div style=\"text-align: justify;\"><b style=\"mso-bidi-font-weight: normal;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">More Data to Support Decision-Making<\/span><\/b><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Data analysis these days can be done on many levels, be it basic and rudimentary\u00a0or done through business intelligence applications with highly tailored dashboards or even using the latest processing engines on very huge datasets. Whichever way used, the purpose is to get meaningful insights and preclude bias in supporting decision making.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">As mentioned above, due to the connected and elastic nature of cloud, data can be collected on a larger scale and from more sources such as from devices or sensors. Generally, being able to gather more information is better so as to give us a more complete and well-rounded picture of things. However, this also presents new opportunities and challenges in terms of using complementary data sources, integrating them and choosing the best analysis techniques and ways to interpret data. We wouldn\u2019t want to be making flawed interpretations and bad decisions based on the data. <\/span><\/div>\n<div style=\"text-align: justify;\"><b style=\"mso-bidi-font-weight: normal;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Data Analytics Cloud<\/span><\/b><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">To go a step further, with some of the analysis software moving to cloud drives, information and analysis results are becoming even more accessible in organizations. For instance, Time Warner Cable\u2019s B to B Sales Division use the Salesforce Cloud for analytics and forecasting. Amazon also has recently launched their Kinesis Analytics, a new service for its AWS cloud platform allowing developers to analyze data being streamed to their servers in real time.<\/span><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">Cloud technology has indeed changed the way we collect, store, analyze and share data in the workplace today.<span style=\"mso-spacerun: yes;\">\u00a0 <\/span>And I reckon that cloud has made its way into the world we live in and it\u2019s here to stay.<\/span><\/div>\n<div style=\"clear: both; text-align: center;\">\n<p><!-- [if gte mso 9]><xml>\n <o:OfficeDocumentSettings>\n  <o:AllowPNG\/>\n <\/o:OfficeDocumentSettings>\n<\/xml><![endif]--><!-- [if gte mso 9]><xml>\n <w:WordDocument>\n  <w:View>Normal<\/w:View>\n  <w:Zoom>0<\/w:Zoom>\n  <w:TrackMoves\/>\n  <w:TrackFormatting\/>\n  <w:PunctuationKerning\/>\n  <w:ValidateAgainstSchemas\/>\n  <w:SaveIfXMLInval>false<\/w:SaveIfXMLInvalid>\n  <w:IgnoreMixedContent>false<\/w:IgnoreMixedContent>\n  <w:AlwaysShowPlaceholderText>false<\/w:AlwaysShowPlaceholderText>\n  <w:DoNotPromoteQF\/>\n  <w:LidThemeOther>EN-MY<\/w:LidThemeOther>\n  <w:LidThemeAsian>JA<\/w:LidThemeAsian>\n  <w:LidThemeComplexScript>X-NONE<\/w:LidThemeComplexScript>\n  <w:Compatibility>\n   <w:BreakWrappedTables\/>\n   <w:SnapToGridInCell\/>\n   <w:WrapTextWithPunct\/>\n   <w:UseAsianBreakRules\/>\n   <w:DontGrowAutofit\/>\n   <w:SplitPgBreakAndParaMark\/>\n   <w:EnableOpenTypeKerning\/>\n   <w:DontFlipMirrorIndents\/>\n   <w:OverrideTableStyleHps\/>\n  <\/w:Compatibility>\n  <m:mathPr>\n   <m:mathFont m:val=\"Cambria Math\"\/>\n   <m:brkBin m:val=\"before\"\/>\n   <m:brkBinSub m:val=\"&#45;-\"\/>\n   <m:smallFrac m:val=\"off\"\/>\n   <m:dispDef\/>\n   <m:lMargin m:val=\"0\"\/>\n   <m:rMargin m:val=\"0\"\/>\n   <m:defJc m:val=\"centerGroup\"\/>\n   <m:wrapIndent m:val=\"1440\"\/>\n   <m:intLim m:val=\"subSup\"\/>\n   <m:naryLim m:val=\"undOvr\"\/>\n  <\/m:mathPr><\/w:WordDocument>\n<\/xml><![endif]--><!-- [if gte mso 9]><xml>\n <w:LatentStyles DefLockedState=\"false\" DefUnhideWhenUsed=\"true\"\n  DefSemiHidden=\"true\" DefQFormat=\"false\" DefPriority=\"99\"\n  LatentStyleCount=\"276\">\n  <w:LsdException Locked=\"false\" Priority=\"0\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Normal\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"heading 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 7\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 8\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 9\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 7\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 8\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"toc 9\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"35\" QFormat=\"true\" Name=\"caption\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"10\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Title\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"1\" Name=\"Default Paragraph Font\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"11\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Subtitle\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"22\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Strong\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"20\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Emphasis\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"59\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Table Grid\"\/>\n  <w:LsdException Locked=\"false\" UnhideWhenUsed=\"false\" Name=\"Placeholder Text\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"1\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"No Spacing\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" UnhideWhenUsed=\"false\" Name=\"Revision\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"34\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"List Paragraph\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"29\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Quote\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"30\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Intense Quote\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 1\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 2\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 3\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 4\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 5\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"60\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Shading Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"61\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light List Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"62\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Light Grid Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"63\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 1 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"64\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Shading 2 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"65\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 1 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"66\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium List 2 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"67\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 1 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"68\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 2 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"69\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Medium Grid 3 Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"70\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Dark List Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"71\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Shading Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"72\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful List Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"73\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" Name=\"Colorful Grid Accent 6\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"19\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Subtle Emphasis\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"21\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Intense Emphasis\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"31\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Subtle Reference\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"32\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Intense Reference\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"33\" SemiHidden=\"false\"\n   UnhideWhenUsed=\"false\" QFormat=\"true\" Name=\"Book Title\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"37\" Name=\"Bibliography\"\/>\n  <w:LsdException Locked=\"false\" Priority=\"39\" QFormat=\"true\" Name=\"TOC Heading\"\/>\n <\/w:LatentStyles>\n<\/xml><![endif]--><!-- [if gte mso 10]>\n\n<![endif]--><!--StartFragment--><!--EndFragment--><\/p>\n<\/div>\n<div style=\"clear: both; text-align: center;\"><a style=\"clear: left; float: left; margin-bottom: 1em; margin-right: 1em;\" href=\"https:\/\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEhgakaAKkPH6v77Bsm1mTz5GvJcPaFXJ0TiR8zjd_vXtC4tMbr452LD75mhyphenhyphenntuThBililDq0Ch2CAXuEt_N6nO_mzqfbmVMGcl8802ESAQjrmZTXpaEkG_0KALO05sJCZJ9g8e3tJ7VoI\/s1600\/Ms+Lai.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEhgakaAKkPH6v77Bsm1mTz5GvJcPaFXJ0TiR8zjd_vXtC4tMbr452LD75mhyphenhyphenntuThBililDq0Ch2CAXuEt_N6nO_mzqfbmVMGcl8802ESAQjrmZTXpaEkG_0KALO05sJCZJ9g8e3tJ7VoI\/s200\/Ms+Lai.png\" width=\"200\" height=\"200\" border=\"0\" \/><\/a><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\">\u00a0<\/span><\/div>\n<div style=\"text-align: justify;\"><\/div>\n<div style=\"text-align: justify;\"><span style=\"font-family: Optima; font-size: 12.0pt; line-height: 107%;\"><i><span style=\"color: #666666;\">Ms Lai Yuen Kuan is a Monash University Graduate in Business and Commerce, majoring in Accounting &amp; Finance. She worked at KPMG Malaysia as an Auditor for 5 years and now serving TimeTec as a Data Analyst. <\/span><\/i><\/span><\/div>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What are the components necessary to carry out data analysis? Usually, this includes a suitable data collection process, the architecture, and infrastructure in place, access [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":650,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[470],"tags":[371,344,337,269,415],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>4 Ways Cloud has Changed Data Analysis<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"4 Ways Cloud has Changed Data Analysis\" \/>\n<meta property=\"og:description\" content=\"What are the components necessary to carry out data analysis? Usually, this includes a suitable data collection process, the architecture, and infrastructure in place, access [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\" \/>\n<meta property=\"article:published_time\" content=\"2016-12-30T03:20:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-15T07:43:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"TimeTec\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TimeTec\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\"},\"author\":{\"name\":\"TimeTec\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/adaf3b42a2df0a10d3661ff6a2f778f5\"},\"headline\":\"4 Ways Cloud has Changed Data Analysis\",\"datePublished\":\"2016-12-30T03:20:00+00:00\",\"dateModified\":\"2024-10-15T07:43:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\"},\"wordCount\":772,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg\",\"keywords\":[\"Attendance on Cloud\",\"Benefits of Cloud\",\"Cloud-based Solutions\",\"Data Analytics\",\"Data is King\"],\"articleSection\":[\"Data Analytics\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\",\"url\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\",\"name\":\"4 Ways Cloud has Changed Data Analysis\",\"isPartOf\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg\",\"datePublished\":\"2016-12-30T03:20:00+00:00\",\"dateModified\":\"2024-10-15T07:43:22+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage\",\"url\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg\",\"contentUrl\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg\",\"width\":640,\"height\":450},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.timeteccloud.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"4 Ways Cloud has Changed Data Analysis\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#website\",\"url\":\"https:\/\/www.timeteccloud.com\/blog\/\",\"name\":\"TimeTec\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.timeteccloud.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#organization\",\"name\":\"TimeTec\",\"url\":\"https:\/\/www.timeteccloud.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2024\/08\/sw-timetecweb-1000x.png\",\"contentUrl\":\"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2024\/08\/sw-timetecweb-1000x.png\",\"width\":1000,\"height\":313,\"caption\":\"TimeTec\"},\"image\":{\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/adaf3b42a2df0a10d3661ff6a2f778f5\",\"name\":\"TimeTec\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g\",\"caption\":\"TimeTec\"},\"url\":\"https:\/\/www.timeteccloud.com\/blog\/author\/timetec\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"4 Ways Cloud has Changed Data Analysis","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/","og_locale":"en_US","og_type":"article","og_title":"4 Ways Cloud has Changed Data Analysis","og_description":"What are the components necessary to carry out data analysis? Usually, this includes a suitable data collection process, the architecture, and infrastructure in place, access [&hellip;]","og_url":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/","article_published_time":"2016-12-30T03:20:00+00:00","article_modified_time":"2024-10-15T07:43:22+00:00","og_image":[{"width":640,"height":450,"url":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg","type":"image\/jpeg"}],"author":"TimeTec","twitter_card":"summary_large_image","twitter_misc":{"Written by":"TimeTec","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#article","isPartOf":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/"},"author":{"name":"TimeTec","@id":"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/adaf3b42a2df0a10d3661ff6a2f778f5"},"headline":"4 Ways Cloud has Changed Data Analysis","datePublished":"2016-12-30T03:20:00+00:00","dateModified":"2024-10-15T07:43:22+00:00","mainEntityOfPage":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/"},"wordCount":772,"commentCount":0,"publisher":{"@id":"https:\/\/www.timeteccloud.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage"},"thumbnailUrl":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg","keywords":["Attendance on Cloud","Benefits of Cloud","Cloud-based Solutions","Data Analytics","Data is King"],"articleSection":["Data Analytics"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/","url":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/","name":"4 Ways Cloud has Changed Data Analysis","isPartOf":{"@id":"https:\/\/www.timeteccloud.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage"},"image":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage"},"thumbnailUrl":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg","datePublished":"2016-12-30T03:20:00+00:00","dateModified":"2024-10-15T07:43:22+00:00","breadcrumb":{"@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#primaryimage","url":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg","contentUrl":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2016\/12\/blogjan171.jpg","width":640,"height":450},{"@type":"BreadcrumbList","@id":"https:\/\/www.timeteccloud.com\/blog\/4-ways-cloud-has-changed-data-analysis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.timeteccloud.com\/blog\/"},{"@type":"ListItem","position":2,"name":"4 Ways Cloud has Changed Data Analysis"}]},{"@type":"WebSite","@id":"https:\/\/www.timeteccloud.com\/blog\/#website","url":"https:\/\/www.timeteccloud.com\/blog\/","name":"TimeTec","description":"","publisher":{"@id":"https:\/\/www.timeteccloud.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.timeteccloud.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.timeteccloud.com\/blog\/#organization","name":"TimeTec","url":"https:\/\/www.timeteccloud.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2024\/08\/sw-timetecweb-1000x.png","contentUrl":"https:\/\/www.timeteccloud.com\/blog\/wp-content\/uploads\/2024\/08\/sw-timetecweb-1000x.png","width":1000,"height":313,"caption":"TimeTec"},"image":{"@id":"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/adaf3b42a2df0a10d3661ff6a2f778f5","name":"TimeTec","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.timeteccloud.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","caption":"TimeTec"},"url":"https:\/\/www.timeteccloud.com\/blog\/author\/timetec\/"}]}},"_links":{"self":[{"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/posts\/111"}],"collection":[{"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/comments?post=111"}],"version-history":[{"count":2,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/posts\/111\/revisions"}],"predecessor-version":[{"id":651,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/posts\/111\/revisions\/651"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/media\/650"}],"wp:attachment":[{"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/media?parent=111"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/categories?post=111"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.timeteccloud.com\/blog\/wp-json\/wp\/v2\/tags?post=111"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}