• Latest
  • Trending
  • All
  • Sport
  • Cricket
  • Odisha
Evolution of statistics

Evolution Of Statistics: From Scanty Information To A Problem Of Plenty

1 year ago
Arunachal Congress Chief Alleges Chinese Troops Entered 40-50 Km Into India, Seeks Probe

Arunachal Congress Chief Alleges Chinese Troops Entered 40-50 Km Into India, Seeks Probe

19 minutes ago
Political Desperation: Odisha CM Mohan Majhi Slams Kharge For Remark On Modi’s Late Father

Political Desperation: Odisha CM Mohan Majhi Slams Kharge For Remark On Modi’s Late Father

50 minutes ago
Rahul Gandhi’s Convoy Vehicles Collide On UP Expressway En Route To Sultanpur; Leader Safe

Rahul Gandhi’s Convoy Vehicles Collide On UP Expressway En Route To Sultanpur; Leader Safe

1 hour ago
Lula da Silva Becomes Brazilian Prez For Fourth Consecutive Term

Lula da Silva Becomes Brazilian Prez For Fourth Consecutive Term

1 hour ago
Kharge Demands Annulment Of Assembly Polls Held In Last Two Years, Ballot-Paper Voting

Kharge Demands Annulment Of Assembly Polls Held In Last Two Years, Ballot-Paper Voting

2 hours ago
Missing Girl Rescued Within 20 Hours In Odisha’s Baripada, Youth Held

Missing Girl Rescued Within 20 Hours In Odisha’s Baripada, Youth Held

2 hours ago
Latest Odisha Breaking News Updates | Monday, 26 October 2026

Latest Odisha Breaking News Updates | Monday, 26 October 2026

3 hours ago
Cyclone Arnab Forms Over Bay, South Odisha On High Alert

Cyclone Arnab Forms Over Bay, South Odisha On High Alert

3 hours ago
West Bengal: Teen Found Dead In North 24 Parganas; Kin Held As Police Probe Rape-Murder

West Bengal: Teen Found Dead In North 24 Parganas; Kin Held As Police Probe Rape-Murder

3 hours ago
17 Arrested For Posing As Kuki Cadres At Manipur’s Sinai Camp; 24 Firearms, Explosives Seized

17 Arrested For Posing As Kuki Cadres At Manipur’s Sinai Camp; 24 Firearms, Explosives Seized

3 hours ago
Kharge’s ‘Modi Ka Baap Bhi Jayega’ Remark Referred To ‘Ideological Father’ RSS: Congress

Kharge’s ‘Modi Ka Baap Bhi Jayega’ Remark Referred To ‘Ideological Father’ RSS: Congress

4 hours ago
BJP To Hold Nationwide Protests Today Over Kharge’s Remark On PM Modi’s Late Father

BJP To Hold Nationwide Protests Today Over Kharge’s Remark On PM Modi’s Late Father

5 hours ago
  • Home
  • About us
  • Career
  • Contact
  • Privacy Policy
  • Terms of Usage
Monday, October 26, 2026
No Result
View All Result
OdishaBytes
  • Home
  • Odisha
    • Policy & Politics
    • City
  • India
  • Sport
    • Cricket
    • Football
    • Hockey
    • IPL
  • Entertainment
    • Music
    • Movie Review
    • Television
    • Bollywood
    • Hollywood
    • Ollywood
  • Business
  • Lifestyle
    • Travel
    • Food
    • Health
    • fashion
  • World
  • More
    • News You Can Use
    • Good News
    • Viral Videos
    • Tech
      • Cars & Bikes
      • Mobile & Gadgets
      • Review
  • Home
  • Odisha
    • Policy & Politics
    • City
  • India
  • Sport
    • Cricket
    • Football
    • Hockey
    • IPL
  • Entertainment
    • Music
    • Movie Review
    • Television
    • Bollywood
    • Hollywood
    • Ollywood
  • Business
  • Lifestyle
    • Travel
    • Food
    • Health
    • fashion
  • World
  • More
    • News You Can Use
    • Good News
    • Viral Videos
    • Tech
      • Cars & Bikes
      • Mobile & Gadgets
      • Review
No Result
View All Result
OdishaBytes
No Result
View All Result
Home Guest Column

Evolution Of Statistics: From Scanty Information To A Problem Of Plenty

by OB Bureau
June 29, 2025
in Guest Column
Reading Time: 3 mins read
Evolution of statistics

Pic courtesy pixabay.com

491
SHARES
1.4k
VIEWS
Share on FacebookShare on Twitter

—–Prof Udaya S Mishra and Dr Umakanta Sahoo

Statistics today is all-encompassing, given the digital access to information of every kind. There remains no domain beyond the purview of statistics that literally makes a living based on statistics – be it regarding weather, prices, disasters, and several other vital features. In fact, every decision, beginning with what to buy, where to invest, when to initiate an activity of what to choose depends on the statistics available on our mobile handset.

ADVERTISEMENT

In this kind of environment, it’s extremely important to differentiate between reliable and credible statistics from that of unreliable and unscientifically derived statistics. In this environment of big data, statistics does not remain limited to a science of compilation, computation and interpretation of information in different forms, but the conversion of a wide range of information (not necessarily numeric) into a form that can be analysed for a wider understanding of social and economic transformation at large.

Statistics and the state of affairs

To comment on any state of affairs, there is a reference to statistics. In the past, we had branches like medical statistics, agricultural statistics, consumption statistics, and, at a broader level, macro and micro statistics that were distinguished in terms of aggregates and individual unit-based statistics. But now, the current state of affairs from varied lenses requires statistics to defend a viewpoint. If someone observes that a country is politically unstable, it needs to be supported with statistics to make such an observation. Similarly, to make an observation regarding socio-economic fragility, economic prosperity to social harmony needs statistics in terms of relevant indicators.

This has led to the advent of conceptualising phenomena, perceptions and behavioural domains into numeric or scaled assessments and its valuation. Every approach of this kind is initially triggered by comparison followed by valuation, and finally, their interpretation.

Credibility deficit in this incredible expansive domain of statistics

In times of inadequate and insufficient data, the little that was available to us was credible, carefully computed and never challenged. But with the progress made on computational fronts along with advances in digitalisation, information gets generated from varied sources, giving rise to confronting and conflicting figures raising the question of credibility. Plenty has its problem and aspiration for all kinds of statistics, with micro levels of disaggregation intensifying this concern further. Owing to digitalisation, a whole range of administrative statistics gets generated, which remains underutilised due to the valid reasons of them being denominator-free statistics.

At the same time, numerous surveys being conducted to generate periodic statistics on a range of phenomena have their own folly regarding their comparability and conflicting mismatch across various surveys. Temporal and cross-sectional comparability of any statistic that is generated requires a definitional compliance as regards the phenomenon. This, too, is often violated, making comparative features of statistics compromised at varied levels.

Providers of statistics need to educate the users

When information is in the public domain in the form of statistics that is universally accessible in a digital environment, its responsible reading remains the key, given its misinterpretation more than its right interpretation. Every statistic that is made available with ease to anyone and everyone is not without its conceptualisation, measurement acumen and disciplinary orientation. Such conceptualisation undoubtedly varies between varying domains like educational statistics, agricultural statistics, health statistics, medical statistics, and many others.

What is frequently observed is that there is not only indiscriminate use of these statistics for interpretation in making observations that are quite sensitive, but these are also often misinterpreted beyond proportion to generate unnecessary controversies. The available statistics, however simple, may be like rates and proportions to that of domain-specific measures and indicators. Its responsible use and interpretation remain fundamental to the claim of evidence-based valuation based on statistics.

Wisdom in the time of plenty

The multiple and widespread features of statistics not only pose a problem of reconciliation but also lead to greater misuse rather than use of the same. The use of statistics may be assumed as simplistic, but an efficient use of statistics involves an understanding of its formulation and generation along with the purpose behind the same. On many occasions, people make reference to statistics to drive home a point of argument that is truly unrealistic. Say, for instance, there is a growth in the aviation sector reflected in the quantum of air traffic, but it does not necessarily imply that air travel has become accessible to one and all.

Similarly, varying forms of deprivation gauged with statistics need to consider evolving changes. Housing deprivation yesterday was referred to as having no roof over the head, which today is to be referred to as having a house with all basic amenities. The essential dimension, therefore, is the scientific and wiser use of statistics in inferring the state of affairs and making opinions on certain phenomena.

The present statistical ecosystem is evolving at the interface of wilder databases and computerised state-of-the-art aggregation. The entire big data platform is, in many ways, the future of the unfolding statistical ecosystem. While such a platform offers a wider canvass, a cautious and responsible exploration of the same remains a challenge on one hand and an opportunity on the other to generate new frontiers of data.

Share196Tweet123
ADVERTISEMENT
Previous Post

Latest Odisha Breaking News Updates | Sunday, 29 June 2025

Next Post

Three Killed, Several Injured In Stampede Near Puri’s Gundicha Temple

OB Bureau

OB Bureau

Related Posts

Durga Puja Bhubaneswar

Let Urban October Transform Durga Puja Beyond Neighbourhood Fights & Ignite Kataka Taste

by Piyush Rout
October 19, 2026

This is the month when the world observes Urban October by debating on various urban issues as well as celebrating...

Odisha Campus Polls: When Students Learn That Might Is Right!

Odisha Campus Polls: When Students Learn That Might Is Right!

by Brijesh Dash
October 14, 2026

A rigged election teaches a lesson no textbook can undo: that power matters more than principle, and winning matters more...

International Day for Disaster Risk Reduction

In A Changing World Of Resilience, Odisha Must Continue Investing In Its People Living in Cities & Towns

by Piyush Rout
October 13, 2026

Climate change and disasters pose a serious risk to sustainable urban development, resulting in escalating human and economic costs across...

A Monk For Claude: Navigating The Shift From I-Thou To I-It In The Age Of AI

A Monk For Claude: Navigating The Shift From I-Thou To I-It In The Age Of AI

by Panchami Manoo Ukil
October 12, 2026

When Anthropic, the American AI safety and research firm invited Swami Sarvapriyananda to its San Francisco headquarters to contemplate consciousness...

Next Post
Three Killed, Several Injured In Stampede Near Puri’s Gundicha Temple

Three Killed, Several Injured In Stampede Near Puri's Gundicha Temple

OMC-Ad OMC-Ad OMC-Ad
SAI International School SAI International School SAI International School
OdishaBytes

Copyright © 2026 Frontier Media

Navigate Site

  • About
  • Advertise
  • Privacy & Policy
  • Contact
  • News Feed

Follow Us

No Result
View All Result
  • Home
  • Odisha
    • Policy & Politics
    • City
  • India
  • Sport
    • Cricket
    • Football
    • Hockey
    • IPL
  • Entertainment
    • Music
    • Movie Review
    • Television
    • Bollywood
    • Hollywood
    • Ollywood
  • Business
  • Lifestyle
    • Travel
    • Food
    • Health
    • fashion
  • World
  • More
    • News You Can Use
    • Good News
    • Viral Videos
    • Tech
      • Cars & Bikes
      • Mobile & Gadgets
      • Review

Copyright © 2026 Frontier Media