Pankaj C

A Young Demographer & Statistician | Founding Partner : @360Analytika | VBU’17 | IIPS’21 | IIT Tirupati’25

[Pankaj C @Panky_C]

A Random Variable transforms uncertainty into measurable outcomes, helping us understand patterns hidden within chance.

#Statistics #DataScience #Mathematics #StatisticalAnalysis #MachineLearning #Analytics #DataAnalytics #ProbabilityTheory #Research #QuantitativeResearch

[Pankaj C @Panky_C]

Skewness and Kurtosis reveal the hidden shape of data beyond averages and variation.

#Statistics #DataScience #StatisticalAnalysis #Research #DataAnalytics #MachineLearning #Economics #Mathematics #Analytics #BusinessIntelligence #StatisticalMethods #QuantitativeResearch

[Pankaj C @Panky_C]

The Coefficient of Variation (CV) is a powerful statistical measure that compares variability relative to the mean.

#Statistics #DataScience #DataAnalytics #Research #Mathematics #Economics #Analytics #BusinessIntelligence #QuantitativeResearch #StatisticalMethods

[Pankaj C @Panky_C]

Population variation reflects the true diversity within an entire group, while sample variation captures only a small snapshot of it.

#statistics #datascience #dataanalytics #research #statisticalanalysis #datainsights #analytics #businessintelligence #QuantitativeResearch

[Pankaj C @Panky_C]

Moments, Factorial Moments, and Absolute Moments together reveal the hidden structure of a distribution.

#statistics #datascience #statisticalanalysis #dataanalytics #research #mathematics #datavisualization #analytics #quantitativeresearch

[Pankaj C @Panky_C]

F-statistics help us understand whether group differences are truly significant or just random variation.

#statistics #datascience #dataanalytics #research #machinelearning #businessanalytics #statisticalanalysis #datadriven #hypothesistesting #analytics #quantitativeresearch

[Pankaj C @Panky_C]

T-statistics help us understand whether a relationship or difference in data is truly significant or just random noise.

#statistics #datascience #dataanalytics #hypothesistesting #researchmethods #businessintelligence #analytics #statisticalanalysis #datadriven

[Pankaj C @Panky_C]

Z-statistics turns raw numbers into meaningful insights by showing how far a value stands from the average in terms of standard deviations.

#Statistics #DataScience #DataAnalytics #Research #BusinessAnalytics #MachineLearning #DataVisualization #Analytics #StatisticalAnalysis

[Pankaj C @Panky_C]

Frequency distribution helps us understand how data is spread across different categories or intervals.

#statistics #datascience #statistics #mathematics #datascience #dataanalytics #datainsights #analytics #éducation #maths #businessanalytics

[Pankaj C @Panky_C]

Arithmetic Mean gives the average, Weighted Mean adds importance, Geometric Mean measures growth, and Harmonic Mean balances rates — together, they turn raw numbers into meaningful insights.

#statistics #mathematics #datascience #dataanalytics #datainsights #businessanalytics

[Pankaj C @Panky_C]

Mean shows the average, median finds the middle, and mode reveals the most frequent value — together, they turn raw numbers into meaningful stories.

#statistics #datascience #mathematics #datavisualization #learningbydoing #éducation #businessintelligence #dataanalytics

[Tarique Rahman @trahmanbnp]

March 25, 1971 is observed as Genocide Day. On the occasion of Genocide Day, 1 pay my deepest respect to all the martyrs.

In the history of freedom-loving Bangladesh, 25 March 1971 remains one of the most disgraceful and brutal days. On that dark night, the Pakistani occupation forces carried out one of the most heinous genocides in history against the unarmed people of Bangladesh in the name of 'Operation Searchlight".

They indiscriminately opened fire on teachers, intellectuals and innocent civilians at various places, including Dhaka University, Pilkhana and Rajarbāgh Police Lines, killing many people.

The genocide of 25 March was a pre-planned massacre. Why this organised killing spree could not be resisted remains a matter of historical research regarding the visible role of the political leadership of that time.

However, on the night of 25 March, the 8th East Bengal Regiment in Chattogram formally initiated armed resistance against the genocide by declaring 'We Revolt'. Through this resistance to genocide, the long nine-month armed Liberation War began.

To convey the value and significance of independence to the present and future generations, it is essential to know about the genocide of 25 March as well. Let us all strive to honour the sacrifices of the martyrs by establishing in the state and society the spirit of the great Liberation War - equality, human dignity and social justice.

Let us work together to build a just, developed, prosperous, self-reliant and democratic Bangladesh.

I pray to the Almighty Allah to grant forgiveness and eternal peace to the departed souls of all the martyrs.

On the occasion of Genocide Day on 25 March. I wish every success to all the programmes organised to observe the day.

[Heeyoung @idlhy0218]

📊#8 Stats Lab: Understanding Decomposition Methods: Kitagawa and Oaxaca-Blinder

R code with example is included.

https://t.co/hzPfLsOOAJ

[Hindustan Times @htTweets]

FLASH: Rahul Gandhi spoke to US envoy about Hindu terror group, said Hindu terror is bigger threat in India than LeT - WikiLeaks #ht

[Aakash Chopra @cricketaakash]

💪

[Pankaj C @Panky_C]

@AndrewBolis Money

[Pankaj C @Panky_C]

😂😂

[spidey @lochan_twt]

mfs one day before the exam :

[Harsh Goenka @hvgoenka]

If you take Rs 500 from a worker and give Rs 100 to five lazy people, you lose one vote but gain five… It’s the biggest pyramid scheme in history, and it’s called SOCIALISM!

[Ashwini_Deshpande @_ADeshpande]

🤩 Amen to that! It’s official 😍 My most favourite activity (that I sadly can’t enjoy on most days) is apparently good for you. No more guilty feelings from now on. The days I manage a daytime nap are the best!

[Tamil Labs 2.0 @labstamil]

Please see the difference in reporting for yourself.