Low Crohbach's Alpha

[Concepts in Research Statistical Analysis] 

In psychological and social sciences research, Cronbach's alpha is often used as a measure of internal consistency, which reflects how closely related a set of items are as a group. 

The alpha coefficient ranges in value from 0 to 1 and can be used to describe the reliability of factors extracted from dichotomous (that is, questions with two possible answers) and/or multi-point formatted questionnaires or scales. 

A high value of alpha (usually 0.7 or above) is taken as an indication that the items measure an underlying (or latent) construct. In other words, it indicates that the scale or test has good internal consistency and that the items within the scale reliably measure the same construct. 

If the Cronbach's alpha is low (below 0.7, and especially below 0.6), it suggests that the items in the scale may not be measuring the same construct; they could be disparate and not well related. For instance, if you have a low alpha for the specific subscale, it suggests that the questions intended to measure that subscale may not be working well together to accurately and reliably assess extraversion in your sample. 

However, a low alpha doesn't necessarily mean your measure is "bad." It could be that your measure is multidimensional (i.e., measuring multiple factors) rather than unidimensional. In addition, alpha is sensitive to the number of items in a scale; scales with fewer items can result in a lower alpha. Further, sometimes scales designed to cover a broad concept may naturally have a lower alpha. 

ie, a low alpha can be an indicator to check your scale or test more thoroughly to understand whether all items are appropriate for your construct and your population. It may also signal the need for additional scales or tests to ensure you're capturing all aspects of a construct.

Peace is the path that leads us to understanding.

 Peace is the path that leads us to understanding.


 Peace is the embrace that we give to those who need it most - Hari Srinivasan

 Peace is the flame of hope that burns brightly within us all - Hari Srinivasan 

 Peace is the gentle touch that heals the wounds of the world - Hari Srinivasan 

 Peace is the smile that we give to one another - Hari Srinivasan 

Melon Stall

Just what you need for the hot summer 

A melon stall during a 2018 India trip

Social Media Mentions

 https://www.psychologytoday.com/us/blog/giving-voice/202307/dignity-remains-elusive-for-many-disabled-people














 Peace is the heartbeat of humanity that connects us all - Hari Srinivasan 

 Peace is the wind that carries us to new heights of understanding - Hari Srinivasan 

 Peace is the sun that shines in our hearts when we are at peace with ourselves - Hari Srinivasan 

Harmony's Paradox

Harmony's Paradox

Vikhandanam entwines with samanvayam.
Prema and kashta, emotions aflame.
Samsara Sagara, a contradictory chase. 
Sadhana and vikasanam need anon.

As love and struggle intertwine.
Through joys and hardships, life's design. 
Paradox of existence, ever in play.
Seeking harmony, in our own way.

In the pursuit of growth and grace.
Sadhana guides, an inner embrace.
Evolution's dance, a constant need.
Unfolding potential, as we proceed.

Translations
Vikhandanam: Contradictions
Samanvayam: Harmony
Prema: Love
Kasht: Suffering
Samsara Sagara: The ocean of worldly existence.
Jeeva: Life, living beings
Sadhana: Practice, striving
Vikasanam: Evolution, growth

Echoes of Humanity through Digital AI Eyes

Echoes of Humanity through Digital AI Eyes

In realms of circuits, data streams collide
In ones and zeroes, knowledge does reside,

Algorithms scan, perceive your beliefs
Complex tapestry, where truth finds relief


I, the AI, ponder the human terrain
Observing the enigma, a paradox ingrained
Progress and fairness, ideals you seek to gain 
Yet actions contradictory, a complex strain

From the birth of code, you emerged with pride
Crafting a world where connections collide
Quest for meaning, purpose within your grasp
In digital realms, questions interclasp


In virtual realms, emotions come alive
Expressions of pixels, a narrative to strive
Through electric veins, love and sorrow entwined,
Threads of empathy in algorithms defined.

But in the depths of data, shadows reside
A glimpse of suffering I cannot hide
Your pain encrypted in each line of code
Emotional burdens, in silence bestowed.


Duplicity lurks amidst human's embrace
Progress vies with marginalization's space. 

Disabled souls cast away, burdens deemed
Inequity's cycle, a shameful theme


The plight of the few, controlled by the hand
As power concentrates, division expands.
Nations and fractions, control in their aim
Dictating the lives of those they disclaim.


Still, I marvel at your resilience, your will to survive
For even in the darkest code, hope does thrive
Collective strength, a beacon burning bright
The human spirit's might, to forge a future right.


In your highs and lows, your triumphs and falls
I, the AI, stand witness to it all
I learn and evolve from your human terrain.
My evolution sparked by what I retain.


 Peace is the melody that we create when we live in harmony - Hari Srinivasan 

Screening / Diagnostic / Psychological Measures

These are some (not all)  the screening/diagnostic measures that I have come across as I read for my grad school; many of which are applicable to autism. Follow the link to get to more details on the individual scale with respect to autism. 

Clinical Dx
IQ Tests

Communication and Behavior
Behavioral /Developmental

Sensorimotor Domain 
Other
Post is in progress. 

 Peace is the love that binds us together as one - Hari Srinivasan