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C. R. Rao (10 September 1920 – 22 August 2023)Today marks his 106th birth anniversary.A single 1945 paper, written at ag...
09/09/2026

C. R. Rao (10 September 1920 – 22 August 2023)

Today marks his 106th birth anniversary.

A single 1945 paper, written at age 25, gave us the Cramér–Rao inequality (a lower bound on the variance of an unbiased estimator), the Rao–Blackwell theorem (variance reduction by conditioning on a sufficient statistic), and the treatment of Fisher information as a metric on parameter spaces, the origin of information geometry.

He also gave the score test (1948) and orthogonal arrays (1947), the latter underlying fractional factorial designs and Taguchi methods.

PhD at Cambridge under R. A. Fisher; four decades at the Indian Statistical Institute. Padma Vibhushan (2001), US National Medal of Science (2002), International Prize in Statistics (2023).

07/27/2026

How the proportion of observations within a normal distribution changes as the z-score limit increases or decreases. A value beyond ∣z∣=2 may be treated as unusual, while ∣z∣≥3 is commonly used as a stronger criterion for identifying potential outliers.

All models are wrong, but some are useful ~~George E. P. Box
07/12/2026

All models are wrong, but some are useful ~~George E. P. Box

Life may never follow a normal distribution, but stand before your problems with the calm and balance of one ~ Sumit Mah...
07/02/2026

Life may never follow a normal distribution, but stand before your problems with the calm and balance of one ~ Sumit Maheshwari

National Statistics Day 2026India observes National Statistics Day on 29 June to commemorate the birth anniversary of Pr...
06/29/2026

National Statistics Day 2026

India observes National Statistics Day on 29 June to commemorate the birth anniversary of Professor Prasanta Chandra Mahalanobis, whose work made a lasting contribution to statistics, large-scale sample surveys and economic planning in the country.

The theme for National Statistics Day 2026 is ‘Unlocking the Potential of Administrative Data.’ Administrative data are generated routinely through the functioning of government departments and public institutions. Records relating to education, health, taxation, employment, welfare programmes and public services can provide valuable evidence for planning and policy evaluation.

However, the availability of data alone does not ensure sound decision-making. Its usefulness depends on accuracy, completeness, consistency and timely updating. Data collected by different institutions must also be made interoperable and comparable. Clear standards for data integration, privacy, security and responsible access are therefore essential.

Administrative data should not be treated as a complete substitute for censuses, surveys or field-based research. Its value is greater when it is validated and combined with information from multiple sources. Such triangulation can improve the reliability and detail of official statistics while reducing duplication in data collection.

National Statistics Day reminds us that statistics is not merely a set of numerical techniques. It is a scientific basis for understanding social and economic conditions, evaluating public programmes and making decisions under uncertainty. Strengthening statistical capacity and data governance is therefore necessary for transparent, accountable and evidence-based administration.

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