The scope, reach and produce of the digital products and processes may find an efficient future on the lines of:
Implementation of data science; advancedstatistical and analytics algorithms to produce data-based outcomes
Observation: It can benoticed in various projects that ‘data analytics’ is often presented as justthe ‘visualization of data’ with no or less ‘data science’ being involved inthe analysis of data, to draw conclusions. Currently, data is not helping inmaking rigid future predictions but only displaying current progress.
Suggestion: Segregating the sections of data visualization and data analytics, with a focus on inclusion of data science techniques on the data, that may offer rigid outcomes that may influence the decision making for the future course of a project. A separate position for such implementations can be directed to a data scientist, analytics manager, Statistics and ML-based data engineer. Data science techniques that can be used (as per the input data and expected output) may include Linear Regression, Logistic Regression, Jackknife Regression, Density Estimation, Confidence Interval, etc.
Reach: Search engine and social mediaoptimization
Observation: Most of the current web and mobile based projects do not seem to focus much on the primitively available set of online reach mechanisms including Search Engine Optimization, Search Engine Marketing, Social Media Marketing, Content Marketing, etc.
Not just on the marketing side, a lot ofthe improvements can be made on the code level optimization so that the robotsand crawlers may identify and index the websites better and faster, as per theset guidelines of the respective search engines. Posts like SEO manager may bemaintained along with the identification of projects that may benefit fromSocial Media reach.
Usability: User interface and design
Observation: The current design and interface, though, in most of the cases is mobile responsive (mobile device friendly design) but follows the design philosophy, not in coherence with the latest available design guidelines of emerging private tech organizations.
User experience, page load speed, navigationand behavior
Observation: The overallexperience of a user while using a product or interface is not something thatseems to be focused on.
Suggestion: Identification and tracking of parameters of user experience and navigation for design restructuring and navigation improvement can be worked on. A general guideline of user navigation and experience may be structured and can be worked upon so that the user interaction ability may be improved and scores like bounce rates may be reduced. The simple navigation may be ensured after understanding and analyzing the parameters that affect such a score. It can be estimated that the usability of a product or service may find improvement as per the upgradation of user experience.
Some of the factors that impact pageload speed include:
CDN, reqHtml, bytesCSS, iframes,minification, caching, bytesHtmldoc, reqOther, etc.
Internet connectivity: Quality andquantity
Observation: Before makingsure that a product has been developed, the medium of delivery has still beenan issue in terms of the internet infrastructure. According to BharatNet UsageStatus as on 24-02-2020, out of 45,769 Wifi Installed in Gram Panchayats, only18,683 are operational; around 3.37MB of data (per day per user) is being usedvia WiFi. (Source: http://www.bbnl.nic.in/usage2.pdf)
The average web page size has been increasing and was 3.4MB in 2017 (according to httparchive.org) and was predicted to be more than 4MB in 2020. One way of interpreting this would be that a user might have never opened even a single web page with the current WiFi infrastructure.
Suggestion: Understand the gaps which exist in the broadband infrastructure offering which is evident from the BharatNet usage status. The low data usage per month per user makes it evident that the digital services are not being utilized by the end-users. While the hardware and implementation aspect requires monitoring, the software or server-aspect may be improved to lessen the web page load time and web page sizes by making use of caching via CDN, local memory processes, etc.
API based data transfer
Observation: It is beingobserved that various data transfer and sharing processes can be envisaged toensure a smoother process of data sharing by following an API based datasharing and transfer process.
Suggestion: A provision forestablishment and distribution of APIs can be created so that the process ofdata sharing can be established and maintained with less hassle and a record ofthe process in the form of logs can be maintained for analytics and other suchprocesses.
Backend process digitization
Observation: A big amount of governance and institutional processes are being maintained on paper and do not have a provision or infrastructure to follow complete digitization of flow of the files and paperwork.
Suggestion: Processes (like a few in eOffice) can be explored so that the filework can be maintained digitally by restructuring the flow and making it compatible with a digital platform or structure.
TinyML is the ML applied on edge/local IoT devices (like on a fitness band), instead… Read More