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AI In Automated Administrative Functions In Education

Author: Komal Baban Todkar
Publisher: Zenodo
DOI: 10.5281/zenodo.17309952
Source: https://zenodo.org/records/17309952/files/S063811.pdf
62
In e na ional Jou nal o Ad ance and Applied Resea ch
www.ijaa .co.in
ISSN – 2347-7075
Impac Fac o – 8.141
Pee Re iewed
Bi-Mon hly
Vol. 6 No. 38
Sep embe - Oc obe - 2025
AI In Au oma ed Adminis a i e Func ions In Educa ion
Komal Baban Todka
Assis an P o esso , Depa men o Compu e Science
D . D. Y. Pa il A ’s, Comme ce And Science College Aku di, Pune.
Co esponding Au ho – Komal Baban Todka
DOI - 10.5281/zenodo.14784834
Abs ac :
U ilizing echnologies such as AI, Robo ics, Machine Lea ning, and Na u al Language
P ocessing o p ocess au oma ion o enhance ope a ions like g ading, scheduling, and da a
managemen , boos ing e iciency and p ecision while lessening he wo kloads o educa o s. The main
ad an ages include enhanced ope a ional e iciency, minimized manual e o s, and eeing up
essen ial ime o indi iduals o ocus on eaching and s uden engagemen . None heless, e ec i e
execu ion necessi a es ackling challenges such as da a p i acy, algo i hmic bias, wo k o ce
upskilling, and he necessi y o s ong in as uc u e and an e hical amewo k. The au oma ion
allows educa o s and adminis a o s o concen a e on eaching and s uden in e ac ion while also
imp o ing ope a ional e iciency and decisions based on da a. The esea ch u he analyzes case
s udies and assesses he e ec s o au oma ion on use sa is ac ion, ins i u ional e ec i eness, and cos
e iciency.
Keywo ds: Au oma ion, Adminis a i e ask, G ading, Sco ing, Scheduling
In oduc ion:
In oday's as -e ol ing educa ional
landscape, adminis a i e e iciency plays a
c i ical ole in suppo ing s uden success and
ins i u ional g ow h. As schools, colleges and
uni e si ies ace inc easing demands o
anspa ency, accu acy and esponsi eness, he
need o s eamlined adminis a i e p ocesses
has ne e been g ea e .
Resou ce scheduling o an au oma ed
adminis a i e ask sys em in ol es e ec i ely
managing and alloca ing esou ces (such as
pe sonnel, ime, so wa e ools, ha dwa e) o
ensu e he sys em pe o ms op imally and
e icien ly. The goal is o schedule and
alloca e esou ces o un adminis a i e asks
a he igh ime using he mos app op ia e
esou ces while ensu ing e iciency,
a ailabili y and p io i y handling.
C ea ing a sma da a a chi ing sys em
o au oma ed adminis a i e asks in ol es
combining in elligen da a managemen
s a egies wi h au oma ion echnologies o
s eamline ope a ions, educe s o age cos s,
ensu e compliance, and enhance p oduc i i y.
Sma da a a chi ing o au oma ed
adminis a i e ask sys ems is designed o
in elligen ly classi y, s o e and e ie e
adminis a i e da a. I also p o ides secu e and
easy access o a chi ed da a o au ho ized
use s.
Au oma ed epo gene a ion o
au oma ed adminis a i e asks is a common
and powe ul way o sa e ime, educe e o s
and ensu e consis ency in ope a ions. He e’s a
b eakdown o how you can app oach se ing
his up including ools, wo k lows and key
conside a ions. I e e s o using so wa e o
IJAAR Vol. 6 No. 38 ISSN – 2347-7075
Komal Baban Todka
63
sc ip s o au oma ically collec da a, p ocess i
and gene a e a o ma ed epo wi hou
manual in e en ion.
AI can play a ans o ma i e ole in
documen managemen sys ems by au oma ing
a wide ange o adminis a i e asks.
Documen classi ica ion and ca ego iza ion,
au oma ed da a ex ac ion, documen sea ch
and e ie al, documen summa iza ion,
wo k low au oma ion, compliance and policy
check, e sion con ol and change acking,
access con ol and secu i y hese use cases a e
equi ed and suppo in documen
managemen .
Au oma ing da a en y and alida ion
o an au oma ed adminis a i e ask sys em is
a powe ul way o educe human e o ,
inc ease e iciency and ee up s a o highe -
alue wo k. To au oma e he adminis a i e
ask sys em he da a en y, da a alida ion, and
wo k low au oma ion a e di e en s eps o
au oma ion. The echnologies used o da a
ex ac ion is Amazon ex ac , o alida ion o
da a py hon is p e e ed and o s o age
pu poses a ious da abases like MongoDB,
Pos g esql a e used.
Time-bound ask p io i iza ion o
adminis a i e asks is abou au oma ically
iden i ying, anking and managing asks based
on u gency and deadline especially in con ex s
whe e asks come om uns uc u ed inpu s
like emails, cha s o o ms. Au oma ically
ex ac ing asks om sou ces de e mines hei
u gency and deadlines and p io i izes hem so
ha ime sensi i e wo k is handled
app op ia ely.
P edic i e main enance (PdM) in he
con ex o an au oma ed adminis a i e ask
sys em e e s o using AI, machine lea ning,
and da a analy ics o an icipa e ailu es o
pe o mance deg ada ion o bo h physical and
digi al componen s ha suppo au oma ion
in as uc u e. While PdM is commonly
associa ed wi h indus ial equipmen , i 's
inc easingly ele an o IT in as uc u e and
so wa e bo s suppo ing adminis a i e
au oma ion.
AI-enhanced mee ing ansc ip ion
plays a pi o al ole in s eamlining
documen a ion, decision acking, and
knowledge managemen —all c i ical
adminis a i e unc ions. When in eg a ed in o
an au oma ed adminis a i e ask sys em, AI
ansc ip ion ools ans o m mee ings in o
ac ionable da a ha can be indexed, analyzed,
and in eg a ed wi h o he wo k low
au oma ion sys ems.
Biome ic ecogni ion uses unique
physiological o beha io al ai s (like
inge p in s, ace, i is, o yping pa e ns) o
e i y use iden i y. In eg a ing biome ics in o
an au oma ed adminis a i e ask sys em
(AATS) s eng hens secu i y, ensu es p ope
access con ol, and imp o es use
accoun abili y.
Flexible budge o ecas ing wi hin an
Au oma ed Adminis a i e Task Sys em
empowe s o ganiza ions o dynamically plan,
alloca e, and adjus budge s in eal ime—
based on ac ual pe o mance, business
condi ions, and depa men al needs. Unlike
s a ic budge s, lexible o ecas ing adap s o
changing a iables and in eg a es di ec ly wi h
he sys em’s ope a ional da a o d i e sma e
inancial decisions.
AI-based employee onboa ding in an
Au oma ed Adminis a i e Task Sys em
ans o ms he adi ional onboa ding p ocess
in o a s eamlined, in elligen , and
pe sonalized expe ience. By in eg a ing
a i icial in elligence wi h wo k low
au oma ion, HR depa men s can ensu e ha
new hi es a e engaged, in o med, and
p oduc i e om day one—wi h minimal
manual in e en ion.
IJAAR Vol. 6 No. 38 ISSN – 2347-7075
Komal Baban Todka
64
Sma no i ica ions a e AI-d i en
ale s ha p oac i ely in o m use s o
upcoming, missed, o p io i y deadlines wi hin
an Au oma ed Adminis a i e Task Sys em.
Unlike s a ic eminde s, sma no i ica ions
use con ex , u gency, p io i y, and use
beha io pa e ns o op imize iming, deli e y,
and con en —keeping wo k lows on ack and
minimizing delays.
AI-enhanced da a cleansing e e s o
he use o a i icial in elligence and machine
lea ning echniques o au oma ically de ec ,
co ec , and en ich inaccu a e o incomple e
da a wi hin an Au oma ed Adminis a i e Task
Sys em. Clean da a is essen ial o ensu e ha
au oma ion wo ks eliably, epo s a e
accu a e, and decisions a e da a-d i en.
Wi hin The Indian Scena io, The
Deploymen O Ai-Based Au oma ion In
Adminis a i e P ocedu es Encoun e s
Nume ous Obs acles:
In as uc u e dispa i ies in he con ex
o an Au oma ed Adminis a i e Task Sys em
(AATS) e e o une en access o he
necessa y ha dwa e, so wa e, ne wo k
capabili ies, and IT suppo equi ed o ope a e
and bene i om such sys ems. These
dispa i ies can unde mine e iciency, equi y,
and scalabili y, pa icula ly in la ge
o ganiza ions o ac oss egions wi h a ying
le els o echnological ma u i y.
Da a quali y and s anda diza ion a e
ounda ional o he pe o mance, accu acy, and
eliabili y o an Au oma ed Adminis a i e
Task Sys em (AATS). Poo -quali y o non-
s anda dized da a can dis up wo k lows,
mislead analy ics, and cause compliance
issues. Ensu ing clean, consis en , and
s uc u ed da a enables smoo he au oma ion,
be e decision-making, and easie sys em
in eg a ion.
Cul u al esis ance o change is one o
he bigges ba ie s o he success ul adop ion
and implemen a ion o an Au oma ed
Adminis a i e Task Sys em (AATS). While
he sys em p omises e iciency, accu acy, and
scalabili y, hese bene i s can be unde mined
by skep icism, ea , and a achmen o
adi ional p ocesses among employees and
s akeholde s.
As o ganiza ions adop an Au oma ed
Adminis a i e Task Sys em (AATS), hey
o en ace a disconnec be ween he skills
employees cu en ly ha e and he skills
needed o use, manage, o adap o au oma ion
echnologies. These skill gaps can hinde
adop ion, educe p oduc i i y, and c ea e
unequal access o sys em bene i s.
An Au oma ed Adminis a i e Task
Sys em (AATS) mus ope a e wi hin a well-
de ined egula o y amewo k o ensu e legal
compliance, p o ec sensi i e da a, main ain
anspa ency, and mi iga e isks. This
amewo k encompasses a a ie y o laws,
s anda ds, and policies ele an o da a
p i acy, secu i y, employmen , inancial
epo ing, and indus y-speci ic egula ions.
As Au oma ed Adminis a i e Task
Sys ems inc easingly ely on AI and
au oma ion, e hical conside a ions and bias
isks become c i ical challenges. These
sys ems in luence decisions a ec ing
employees, inances, and o ganiza ional
wo k lows, so ai ness, anspa ency, and
accoun abili y a e pa amoun .
Implemen ing and main aining an
Au oma ed Adminis a i e Task Sys em
comes wi h a ious cos conside a ions—bo h
ini ial in es men s and ongoing expenses—
ha o ganiza ions mus ca e ully e alua e o
ROI and budge ing.
Au oma ed Adminis a i e Task
Sys ems handle as amoun s o sensi i e
o ganiza ional and pe sonal da a, making da a
IJAAR Vol. 6 No. 38 ISSN – 2347-7075
Komal Baban Todka
65
p i acy a undamen al conce n. P o ec ing his
da a is c i ical o comply wi h legal
egula ions, main ain use us , and p e en
cos ly b eaches.
In eg a ing an Au oma ed
Adminis a i e Task Sys em (AATS) wi h
exis ing legacy sys ems is o en one o he
mos challenging ye necessa y s eps o
achie ing seamless au oma ion in
o ganiza ions. Legacy sys ems— hough
ou da ed—o en con ain i al ope a ional da a
and p ocesses ha canno be immedia ely
eplaced o e i ed.
The adop ion o Au oma ed
Adminis a i e Task Sys ems (AATS)—
whe he in go e nmen , heal hca e, educa ion,
o en e p ise sec o s— equi es mo e han jus
echnical success. Public awa eness and us
a e c ucial o widesp ead adop ion, e ec i e
u iliza ion, and long- e m iabili y.
The digi al di ide e e s o he gap
be ween indi iduals, communi ies, o
o ganiza ions ha ha e access o mode n
in o ma ion and communica ion echnologies
(ICT) and he skills o use hem and hose who
do no . When implemen ing Au oma ed
Adminis a i e Task Sys ems (AATS), his
di ide can signi ican ly limi hei
e ec i eness, equi y, and inclusi i y.
To Add ess The Issues Rela ed To
In oducing Ai-Based Au oma ion In
Indian Adminis a i e Sys ems, A
Comp ehensi e S a egy Is Requi ed:
The success ul adop ion o au oma ed
sys ems in adminis a i e p ocesses, especially
in a di e se coun y like India, equi es mo e
han jus ins alling echnology i demands a
well- hough -ou app oach o cul u al
sensi iza ion and aining. These a e essen ial
o ensu ing ha employees unde s and,
accep , and e ec i ely use new sys ems.
As adminis a i e sys ems in India
become inc easingly au oma ed and AI-d i en,
cybe secu i y becomes a c i ical conce n.
These sys ems o en handle sensi i e pe sonal
da a, o icial communica ions, inancial
eco ds, and in o ma ion ela ed o
go e nance. Wi hou s ong cybe secu i y
measu es, hey become ulne able o da a
b eaches, hacking, and sys em manipula ion
— which can unde mine us in go e nmen
se ices.
In an au oma ed adminis a i e
en i onmen , da a is he ounda ion upon
which sys ems ope a e. Poo -quali y da a can
lead o e o s, ine iciencies, and loss o us
in go e nmen se ices. The e o e, imp o ing
da a quali y is c i ical o he success and
eliabili y o any AI-d i en o au oma ed
adminis a i e ask sys em, especially in he
complex and di e se Indian con ex .
As AI becomes a co e componen in
au oma ing adminis a i e p ocesses, i ’s i al
o ensu e ha i s de elopmen and deploymen
a e g ounded in e hical p inciples. In he
con ex o public go e nance—especially in a
di e se and democ a ic coun y like India—
e hical AI is no jus a bes p ac ice, bu a
necessi y o p o ec ci izens’ igh s, ensu e
ai ness, and build public us .
Fo au oma ion o be e ec i e in
adminis a i e sys ems, high-quali y da a is
essen ial. Poo o inconsis en da a can lead o
e o s, delays, and e en lawed decision-
making. In he Indian adminis a i e con ex ,
whe e da a is o en collec ed manually and
s o ed in agmen ed sys ems, imp o ing da a
quali y is a c ucial s ep owa d success ul
au oma ion.
As go e nmen s, including India’s,
inc easingly adop au oma ion and AI in
adminis a i e unc ions, he e is a g owing
need o de elop a s ong and clea egula o y
amewo k. This amewo k ensu es ha he
IJAAR Vol. 6 No. 38 ISSN – 2347-7075
Komal Baban Todka
66
use o au oma ed sys ems is sa e, anspa en ,
accoun able, and aligned wi h legal and e hical
s anda ds.
Re e ences:
1. Das, A., & Chak abo y, S. (2019).
A i icial In elligence in Go e nmen o
India Ini ia i es: Oppo uni ies and
Challenges. 2019 IEEE Calcu a
Con e ence (CALCON).
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In elligence in Educa ion in India: A
Comp ehensi e Re iew. In e na ional
Jou nal o Compu e Applica ions,
182(39).
3. Joshi, A., & Choudhu y, S. (2018).
A i icial In elligence in India: A
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