Soon after Sheikh Hasina left Bangladesh on 5 August 2024, discussions about her return began circulating on Facebook.
Sometimes posts claimed she would return very soon. Sometimes they said she would return by December. At other times, her return was presented as a political demand.
But how did these claims spread on Facebook?
Did a post move from one profile to another? Was a statement published on a Page and then distributed across different groups? Or did the same statement appear on multiple Pages at almost the same time?
It Began in August 2024
To explore the questions, DataXplainer analysed 33,301 Facebook posts published between August 2024 and August 2026. The dataset includes posts from profiles, Pages and groups.
Among the collected posts, the first reference to Sheikh Hasina returning to Bangladesh was found on the night of 5 August 2024. At 11:11 PM, a Page named Nusrat er ranna and blogs posted: “Sheikh Hasina is returning to the country again.”
The following night, 6 August, at 11:54 PM, another Page, বিষন্নসুন্দর-Bishonnohsundor, published a more specific claim: “Sheikh Hasina is returning to the country tomorrow.”
There was no evidence in the dataset that these two statements were widely redistributed at that time through other Pages, profiles or groups.
By 2025 and 2026, however, a different pattern had emerged. Identical text sometimes appeared on several Pages within seconds, sometimes moved from one account into dozens of groups within minutes, and sometimes appeared on additional accounts after first being observed elsewhere.
Pattern 1: Identical Text on Multiple Pages Within Seconds
One of the clearest examples appeared on 13 March 2025. At 11:43 AM, a Page called Dhaka News Online published a post whose central claim was: “Sheikh Hasina will return as prime minister…”
One second later, the same text appeared on News24Dhaka. Two seconds after that, it appeared on Dhaka24Post.
In other words, the same statement appeared on three Pages within only three seconds.
The repetition did not stop there. Within 2 minutes and 55 seconds of the first post, 10 posts containing the same statement appeared across different Pages.
By 19 April 2025, 562 posts containing the same statement had been found across 115 Pages.
Pattern 2: One Account Posting the Same Content to Many Groups Within Minutes
The clearest recurring pattern in the analysis involved a single Page or account posting identical text to multiple Facebook groups over a very short period.
At 2:07 PM on 15 September 2025, a Page called 71 Brigade published a long political statement.
It began: “The economy is destroyed, militancy is rising – Dr Yunus’s illegal government must resign. No more farcical elections; we want the return of legitimate Prime Minister Sheikh Hasina.”
About 3 hours and 29 minutes later, at 5:36 PM, the same text was posted by another Page, Daily Fresh News, to a Facebook group called Political News.
Between 5:36:22 PM and 5:45:09 PM, Daily Fresh News posted the same text to 72 Facebook groups in just 8 minutes and 47 seconds.
| Time |
Posts |
Groups where the posts appeared |
| 5:36:22–5:36:51 PM |
4 |
Political News • In the Heart of Bangladesh • SSC BATCH 2025 • Call for Liberation 71 |
| 5:37:06–5:37:41 PM |
6 |
My Bangladesh • Wake Up Bengali • Politics • Daily Fresh News • Bangladesh News • Voice of the People |
| 5:38:03–5:39:56 PM |
7 |
Bangla News 24/7 Update • Bangladesh Global Watch • Dhaka News • Digital Discoveries • Change Champions • Politics Express • Smart Bangla News |
| 5:40:11–5:40:58 PM |
9 |
Beautiful Bangla • Human Rights Update • Bangladesh Awami League • Daily Inspiration • Razakar's Bangladesh • Networking Nexus • Silver Line • Clear Vision • Stage For Youth |
| 5:41:03–5:41:56 PM |
17 |
News from Home and Abroad • Gen Z Facts • Beauty Of Sense • Bangladesh Awami Projonmo League • Chattogram North District Chhatra League • Bangladesh Awami League • Wise Poetry • (1) Bangladesh in Our Consciousness • The Daily—Life • Honourable Prime Minister Sheikh Hasina • Supporters of Sajeeb Wazed Joy • Noakhali District News • Gen Z Station • Supporters of Bangladesh Awami League • Study Buddies • Hundred Thoughts • Expatriate News |
| 5:42:02–5:42:54 PM |
14 |
We Are Bangladesh • Gazipur News • Awakened People • Beautiful Bangla • Dhaka Metropolitan North Awami League Family • Sports Central • Motherland Bangladesh • Mindful • Way to Success • Meme Blast • Cox's Bazar District Jubo League • Gen Z Era • Cox's Bazar District Chhatra League • Rajshahi District Awami League |
| 5:43:05–5:43:56 PM |
8 |
Creative Minds • 71 in Our Consciousness, Bangabandhu in Our Hearts • Dhaka Metropolitan South Awami League Family • To Survive We Must Fight, We Must Win This Fight • Kapasia Upazila Family • Awami League News • Sheikh Hasina in the Political Ideals of Bangabandhu, Online Public Group • Lakshmipur District Awami League |
| 5:44:02–5:45:09 PM |
7 |
Khilkhet Thana Dhaka Metropolitan • Joy Bangla • Bangladesh Will Move Forward Under Sheikh Hasina's Leadership • Father of Bangladesh • Gen Z Vision • Vivid Thinking • Dhaka Metropolitan Awami League |
| Total |
72 |
First post 5:36:22 PM → Last post 5:45:09 PM = 8 minutes 47 seconds |
From the first group post to the last, the average rate was approximately one group post every seven seconds.
The fastest period came between 5:41 PM and 5:42 PM. During those two minutes alone, the text was posted to 31 groups.
A similar case appeared on 6 May 2026.
An account named Shivshakti posted identical text successively to Facebook groups. The first group post was recorded at 4:08:25 PM. The last appeared at 4:11:16 PM.
That means the same account posted identical text to 48 different Facebook groups in only 2 minutes and 51 seconds.
The post said: “Modi and Amit Shah’s master stroke. Changes are taking place in Bangladesh’s parliament; Sheikh Hasina is returning to the country.”
May 12, 2026: How the claim spread
| Time |
Account |
Type |
What we observed |
| 12:28:06 AM |
Aj Khan |
Profile |
First observed post of the claim |
| 7:14 AM |
Moksadul Islam |
Profile |
Same or similar claim |
| 1:44 PM |
S M Mahir |
Profile |
Same or similar claim |
| 5:59:58 PM |
The Jerin Collection |
Page → Group |
First group post, in Dr. Zakir Naik Official ✅ |
| 5:59:58–6:01:26 PM |
The Jerin Collection |
Page → Groups |
34 group posts across 33 different Group IDs in 1 minute 28 seconds |
At 12:28 AM on 12 May 2026, another statement appeared on a profile named Aj Khan: “Sheikh Hasina is finally returning to the country / after nearly two hours of talks with India…”
The same or similar statement later appeared on other profiles. At 7:14 AM, it was observed on Moksadul Islam. At 1:44 PM, it appeared on S M Mahir.
At 5:59:58 PM, the same statement was posted from a Page called The Jerin Collection to a group named Dr. Zakir Naik Official ✅. Rapid direct group-posting followed.
Between 5:59:58 PM and 6:01:26 PM – only 1 minute and 28 seconds – 34 group posts were made from The Jerin Collection, reaching 33 different Facebook groups.
May 12, 2026: How the claim spread
| Time |
Account |
Type |
What was observed |
| 12:28:06 AM |
Aj Khan |
Profile |
First observed post of the claim |
| 7:14 AM |
Moksadul Islam |
Profile |
Same or similar claim |
| 1:44 PM |
S M Mahir |
Profile |
Same or similar claim |
| 5:59:58 PM |
The Jerin Collection |
Page → Group |
First group post, in Dr. Zakir Naik Official ✅ |
| 5:59:58–6:01:26 PM |
The Jerin Collection |
Page → Groups |
34 group posts across 33 different Group IDs in 1 minute 28 seconds |
How The Jerin Collection spread the claim across groups
| Time |
Group |
| 5:59:58 PM |
Dr. Zakir Naik Official ✅ |
| 6:00–6:01 PM |
Mizanur Rahman Azhari Fans✅ |
| 6:00–6:01 PM |
Dr Zakir Naik |
| 6:00–6:01 PM |
Abrarul Hoque Asif |
| 6:00–6:01 PM |
Dr.Zakir Naik Official Group✅ |
| 6:00–6:01 PM |
Leo Messi fans✅ |
| 6:00–6:01 PM |
Forty plus (40+) |
| 6:00–6:01 PM |
Womane Adda✅ |
| 6:00–6:01 PM |
Zakir Naik official bd✅ |
| 6:01:26 PM |
Last observed group post |
These three cases involved different statements and different
accounts. But the distribution pattern was similar: a single
account directly posted identical text to many groups within a few
minutes.
Pattern 3: Posting on a Page, Then Distributing
to Groups Within Seconds
Another observed mechanism involved an account
first posting content on its own Page and then distributing the same
text from that account into various groups within seconds.
At 8:54:45 AM on 15 November 2025, a Page named A K M Shameem Osman published
a statement. Only nine seconds later, the same account posted the
text to a Facebook group named Sheikh Hasina.
Within less than one minute, the account had
posted the same text to eight groups in total, including Bangladesh Awmai League, Stateswoman Sheikh Hasina, Joy Bangla, Saima Wazed Putul, Pollitics Express and Sheikh
Rehana.
A K M Shamim Osman: From Page to Group in 9 Seconds
| Stage |
Time |
What was observed |
| Page post |
8:54:45 AM |
The claim was posted on the Page named A K M Shamim Osman |
| First group post |
9 seconds later |
The same account posted the same text in the Sheikh Hasina group |
| Further spread |
In less than a minute |
The same text was posted in a total of 8 groups, including Bangladesh Awami League, Statesman Sheikh Hasina, Joy Bangla, Saima Wazed Putul, Politics Express and Sheikh Rehana |
About three and a half hours later on the same
day, another Page, MD arshad Ali, displayed similar
behaviour.
At 12:24:33 PM, the account posted the text on its
own Page. Eight seconds later, it began posting the same content to
groups. During the next 45 seconds, identical text was posted to nine
Facebook groups.
MD arshad Ali: From Page to Group in 8 Seconds
| Stage |
Time |
What was observed |
| Page post |
12:24:33 PM |
The claim was posted on the Page named MD arshad Ali |
| First group post |
8 seconds later |
The same account began posting the same text in Facebook groups |
| Further spread |
Over the next 45 seconds |
The same text was posted in a total of 9 Facebook groups |
At 2:56:31 AM on 15 May 2026, a Page named
Bangladesh Awami League published: “To save the
country, Sheikh Hasina’s return is necessary.”
The post also called for the successful observance
of Sheikh Hasina’s homecoming day on 17 May.
Only one second later, at 2:56:32
AM, the same Bangladesh Awami League account posted
the same text to a Facebook group named Supporters of
Bangladesh Awami League. The same text then began appearing
on other Pages, profiles and groups.
Altogether, 169 posts containing the same text were
identified: 52 profile posts, 54 Page posts and 63 group posts
They were posted by 103 different Facebook
accounts.
May 15, 2026: From Page to Group, Then to Other Pages and Profiles
| Bangladesh Time |
Posted by |
Type |
Posted to |
| 2:56:31 AM |
Bangladesh Awami League |
Page |
Bangladesh Awami League |
| 2:56:32 AM |
Bangladesh Awami League |
Group post |
Supporters of Bangladesh Awami League |
| 3:02:52 AM |
Dinajpur-5 Constituency Supporters of Safed Ashfaq Akand Tuhin Bhai |
Page |
Own Page |
| 3:24:35 AM |
Cumilla Metropolitan Awami Jubo League |
Page |
Own Page |
| 3:25:48 AM |
Abdullah Al Mahmud Shahid |
Page |
Own Page |
| 3:46:29 AM |
Seventy-one |
Page |
Own Page |
| 3:46:55 AM |
SyLhet Insiders |
Page |
Own Page |
| 3:57:24 AM |
Sk samiul islam 001 |
Group post |
Bangladesh Awami League |
| 3:57:32 AM |
Sk samiul islam 001 |
Group post |
Bangladesh Awami Projonmo League |
| 3:59:21 AM |
Lal Swadhinata24 ツ |
Group post |
Bangladesh Awami League: From Veterans to the Present |
| 3:59:31 AM |
Lal Swadhinata24 ツ |
Group post |
Bangladesh Awami Projonmo League |
| 4:13:08 AM |
Fakrul Alam Babu |
Group post |
Awami League News |
| 4:14:20 AM |
Fakrul Alam Babu |
Group post |
British Awami League Support Team 🇧🇩 |
| 5:07:41 AM |
Noukar Sainik |
Page |
Own Page |
| 5:24:46 AM |
Farhana Afroz Runa |
Profile |
Own Profile |
| 7:28:26 AM |
Ami Noukar Lok |
Profile |
Own Profile |
Pattern 4: A Statement Seen on One Account Later Appears on Other
Profiles and Pages
In some cases, a statement was first observed on
one profile or Page and later appeared in identical or almost
identical form on other accounts.
At 10:25:44 PM on 19 May 2025, a profile named
Nilima Nila posted: “Breaking news: Sheikh Hasina
will soon return to the army camp with recognition as prime
minister.”
Eleven minutes and 47 seconds later, identical
text appeared on another profile called Md. Masud follower of Bangabandhu’s ideals.
One minute and 17 seconds after that, the same post appeared on a
profile named Will return again like a hero.
Later, the same or nearly identical statement
appeared on profiles named Shipon Islam at 10:41 PM
and Light in Drak at 10:57 PM.
About 39 minutes after the first observed post, at
11:04 PM, the statement appeared on a Page called Bangladesh Awami League. Two posts
containing the same statement appeared on that Page, separated by 49
seconds. A few minutes later, the same text appeared on the profile
Beloved organization, Bangladesh Awami League.
After midnight, on 20 May, the statement appeared
on a Page named Amran Miya and on profiles including
Swadhin Bangla Betar Kendra, Bangabandhu Cyber Force, and later Mehebubur Rahman Chowdhury.
Across 19 and 20 May, 12 posts
containing the same statement were identified: 9 profile posts and 3
Page posts.
At 1:32:10 AM on 6 April 2026, a Page named Dr. Selina Hayat Ivy published:
“Leader Sheikh Hasina will return by December; leaders and
activists have been instructed to remain prepared.”
Three minutes and 22 seconds later, at 1:35:32 AM,
the same statement appeared on a profile named Sabbir Bsl
Awami League.
Another 7 minutes and 8 seconds later, at 1:42:40
AM, it appeared on a Page named Touhid Islam Hridoy.
The same text was subsequently posted to various
groups from a Touhid Islam Hridoy profile.
A Page with the same name also began posting the
statement to different groups a few minutes later.
Two Accounts Named Touhid Islam Hridoy, 25 Group Posts
| Time |
Posted by |
Group |
| 1:48:02 AM |
Profile |
Sajeeb Wazed Joy |
| 1:48:05 AM |
Profile |
Sheikh Hasina |
| 1:48:09 AM |
Profile |
Sajeeb Wahzed |
| 1:48:12 AM |
Profile |
Sajeeb Wazed Joy |
| 1:48:15 AM |
Profile |
Jananetri Sheikh Hasina |
| 1:48:20 AM |
Profile |
Jananetri Sheikh Hasina |
| 1:48:24 AM |
Profile |
Honourable Prime Minister Sheikh Hasina |
| 1:48:28 AM |
Profile |
Bangladesh Prime Minister Sheikh Hasina |
| 1:48:36 AM |
Profile |
Hossain Saddam |
| 1:48:40 AM |
Profile |
Connect With Hussain Saddam |
| 1:49:22 AM |
Profile |
Sajeeb Wazed Joy |
| 1:49:26 AM |
Profile |
Sheikh Hasina |
| 1:53:41 AM |
Page |
Sheikh Hasina |
| 1:53:44 AM |
Page |
PM Sheikh Hasina |
| 1:53:48 AM |
Page |
Bangladesh Awami League |
| 1:53:54 AM |
Page |
Bangladesh Awami Projonmo League |
| 1:54:08 AM |
Page |
Mujib (Bangabandhu) in Our Hearts |
| 1:54:12 AM |
Page |
Bangladesh Awami Jubo League |
| 1:54:17 AM |
Page |
Bangladesh Awami League ✅ |
| 1:54:22 AM |
Page |
BANGLADESH AWAMI LEAGUE |
| 1:54:26 AM |
Page |
Bangladesh Awami League |
| 1:54:34 AM |
Page |
Bangladesh Awami League Official ✅ |
| 1:54:39 AM |
Page |
Bangladesh Awami Swechasebak League — 1994 to Present, Across Bangladesh |
| 1:54:44 AM |
Page |
Awami League Online Publicity Council |
| 1:54:48 AM |
Page |
🇧🇩 BANGLADESH 🇧🇩 Awmelige 🇧🇩 |
A statement did not necessarily disappear after spreading once. In
some cases, identical claims resurfaced months later.
The statement found on multiple profiles and
Pages, including Nilima Nila, in May 2025 reappeared
in November. It appeared on a Page named Selina Hayat Ivy on 14 November.
The same Page posted the text again. The following
day, identical or similar versions appeared on other Pages and
profiles.
So How Did Claims About Sheikh Hasina’s Return
Spread on Facebook?
The analysis of 33,301 posts did not identify a
single mechanism through which the claims spread. Instead, at least
four patterns were observed.
First, identical or nearly identical text
sometimes appeared on several Pages within seconds. Second, some
accounts directly posted the same text into dozens of Facebook groups
within a few minutes.
Third, some accounts posted content on their own
timelines and then distributed the same text to various groups within
seconds.
Fourth, statements first observed on one profile
or Page later appeared on other accounts – sometimes within minutes
and sometimes several hours later.
[Bangla profile, page and group names have been translated into English]
Read methodology⌄
The purpose of this investigation was to observe how identical or
similar statements about Sheikh Hasina’s return to Bangladesh moved
among Facebook profiles, Pages and groups.
The analysis was not designed to
identify any account or Page as part of a coordinated network.
Likewise, the appearance of identical text in
multiple places within seconds or minutes was not
automatically classified as automated posting, coordinated posting or
direct copying.
The analysis focused primarily on three questions:
Where and when was an identical or similar
statement first observed?
On which profiles, Pages or groups did the
same statement appear later?
Did the same account itself post identical
text in multiple locations?
Period of Analysis and Dataset
The analysis used 33,301 Facebook posts
published between 5 August 2024 and 7 August 2026.
The posts were collected through Meta
Content Library, or MCL.
Meta Content Library is a Meta tool designed for
research and analysis. It allows researchers to search and retrieve
public Facebook content using specified search terms, accounts, time
periods and other filters.
The search terms included: শেখ
হাসিনা ফিরবেন (Sheikh Hasina
will return), হাসিনা
ফিরবেন (Hasina will return), হাসিনা
ফিরছেন (Hasina is returning), হাসিনা
দেশে ফিরবেন (Hasina will return to
the country), হাসিনা
দেশে ফিরছেন (Hasina is returning to
the country),শেখ
হাসিনার প্রত্যাবর্তন (Sheikh
Hasina’s return), হাসিনার
প্রত্যাবর্তন (Hasina’s
return), আওয়ামী
লীগ ফিরবে (Awami League will return),
আওয়ামী
লীগ ফিরে আসবে (Awami League will
come back), আবার
ক্ষমতায় আসবে (will come to power
again), ক্ষমতায়
ফিরবে (will return to power).
How AI Was Used
Manually identifying potentially identical or
similar statements among more than 33,000 posts would have been
difficult. AI was therefore used in the first stage of the analysis.
AI was used to:
compare the text of posts;
identify identical and closely worded
statements;
arrange possible sequences according to
publication time; and
identify accounts that rapidly republished
the same content.
Human Review
To verify important patterns and timelines
identified with the help of AI, 249 posts were manually
reviewed.
For each selected post, the review checked:
the text of the post;
the publication time;
the account/Page/profile identity recorded in
Meta Content Library;
whether the post appeared on a Page, profile
or group;
the similarity of the statement; and
whether the same account posted the content
to another Page or group.
Limitations
First, the analysis is based only on posts
available in the dataset. If a post was not captured in the dataset
or had been deleted, it could not be considered.
Second, the “first observed post”
means the earliest post found in the dataset. It does not necessarily
mean that it was the first Facebook post ever published containing
that statement.
Third, this analysis should not be treated
as a network analysis. It did not attempt to establish
whether one account was connected to another.
This investigation was produced with support from Report for the World, an initiative that supports local independent journalism around the world.