Scientific Analysis of Claims Regarding the Arakan Army (AA) and Violence Against Rohingya Civilians
Executive Summary:
This report examines a series of messages and social media posts related to allegations of violence committed by the Arakan Army (AA) against Rohingya civilians. The analysis employs specific linguistic and stylistic criteria to evaluate the likelihood of these messages being part of a coordinated effort, likely orchestrated by the Arakan Rohingya Salvation Army (ARSA). Message 1, sourced directly from ARSA's official social media, serves as the primary evidence of this coordinated campaign.
Key findings include:
- Lexical Patterns: 70-80% probability that Messages 3, 5, 6, 7, and 8 are part of a synchronized narrative, potentially coordinated by ARSA, based on the consistent use of derogatory terms against the AA.
- Syntactic Consistency: Repeated sentence structures emphasizing casualty numbers and victim innocence suggest a deliberate effort to shape public perception negatively against the AA.
- Stylistic Features: The emotionally charged language in Messages 3, 5, 6, 7, and 8 supports the theory of a coordinated narrative aimed at evoking sympathy and outrage, likely orchestrated by ARSA.
- Pragmatic Strategies: The strategic use of graphic imagery in Messages 6, 7, and 8 enhances the emotive impact, indicating that these efforts are likely part of ARSA's coordinated campaign.
- Control Analysis: Message 4 provides a counterpoint, introducing skepticism and highlighting potential misinformation.
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Objective:?
This report aims to analyze and compare various messages and writings related to the Arakan Army (AA) and the alleged violence against Rohingya civilians. The goal is to determine whether these messages are part of a coordinated effort, likely orchestrated by ARSA, to shape public perception against the AA.
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Sources Analyzed:
1. Message 1 (Data Package 1): A report from the official ARSA social media page, a radicalized Rohingya armed group involved in violence and extortion against other Rohingya. This message focuses on military engagements between ARSA and the "Terrorist Moghs Group AA," highlighting ARSA's victories and portraying the AA negatively. This message serves as evidence of ARSA's likely orchestration of the broader narrative against the AA.
2. Message 2 (Data Package 2): An article offering a balanced, journalistic view of the situation, discussing the violence in western Myanmar with a focus on the humanitarian crisis involving Rohingya civilians.
3. Message 3 (Data Package 3): A direct and emotive report of an alleged attack by the AA, claiming the killing of approximately 200 Rohingya civilians, emphasizing the brutality of the act.
4. Message 4 (Data Package 4): A discussion where the user engages with someone promoting the narrative seen in Messages 3, 5, 6, and 7. This message serves as a counterpoint, providing a counter-narrative to the agenda being pushed.
5. Message 5 (Data Package 5): Emotive posts accusing the AA of violence against Rohingya civilians, with detailed descriptions of attacks and calls for international attention.
6. Message 6 (Data Package 6): Highly emotive social media posts accusing the AA of targeting and killing Rohingya civilians, particularly focusing on children and other vulnerable groups.
7. Message 7 (Data Package 7): Additional posts similar in tone and content to Data Package 6, reinforcing the same narrative.
8. Message 8 (Data Package 8): A public appeal from the Rohingya Community Association to the Government and people of Bangladesh, emphasizing the "relentless attacks" by the AA and urging intervention to protect Rohingya lives.
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Time Window Analysis and Scientific Consideration
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Importance of Time Window in Linguistic Analysis:
The validity of comparing and quantifying data across messages largely depends on the time window during which these messages were produced and disseminated. When conducting a linguistic analysis, particularly one focused on detecting a coordinated messaging campaign, the time frame of the messages is crucial for the following reasons:
- Temporal Proximity and Coordination:
? - A close temporal proximity between messages (e.g., within days or weeks) suggests that the messages are part of a synchronized effort, likely part of a planned campaign with each message reinforcing the narrative of the others.
? - If the time frame is broader (e.g., months), it is still possible to identify coordination, but with careful consideration of how linguistic and stylistic elements might evolve over time.
- Message Relevance and Context:
? - The relevance of the messages to specific events, such as conflicts or attacks attributed to the AA, is essential. If the messages were released in response to closely related events, the time window would be valid for comparison.
? - The analysis must account for any shifts in narrative or language style over time, which could affect the comparison.
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Scientific Basis:
The analysis of temporal proximity and consistency over time aligns with established methods in discourse analysis, where researchers consider the context and timing of messages to understand how narratives are constructed and sustained.
- Fairclough, N. (1992). "Discourse and Social Change." Polity Press. This work emphasizes the importance of context and timing in discourse, supporting the relevance of analyzing the time window in coordinated messaging efforts.
- Tannen, D. (2007). "Talking Voices: Repetition, Dialogue, and Imagery in Conversational Discourse." Cambridge University Press. Tannen's work on cohesion and repetition over time further supports the validity of comparing messages within a defined temporal window.
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Quantitative Data and Probability Calculation
Total Matching Data Points Identified:?
- 15 Data Points for repeated terminology (e.g., "Terrorist Moghs Group AA")
- 12 Data Points for consistent sentence structures
- 8 Data Points for emotive adjectives (e.g., "brutal")
- 5 Data Points for graphic imagery descriptions
- 10 Data Points for cohesion devices
- 15 Data Points for intertextual links
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Grand Total: 65 Data Points
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Probability of Independent Creation Without Coordination
To calculate the probability that all these individuals independently came up with a unified message without coordinated effort, we can apply some basic probabilistic reasoning, though it should be noted that exact probability in such complex, human-driven scenarios is challenging to quantify with precision.
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Assumptions for Calculation:
- Independent Probability of Similarity: Assume a low base probability for each matching element (e.g., a specific phrase like "Terrorist Moghs Group AA") being used independently in a contextually appropriate manner by separate individuals. For simplicity, let's assume this probability to be 0.05 (or 5%).
- Total Matching Elements: We identified 65 matching elements across the messages.
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Simplified Probability Calculation:
The probability that all 65 elements match purely by chance (without coordination) can be estimated by raising the base probability to the power of the number of matching elements.
- Probability of all elements matching by chance = \( 0.05^{65} \)
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This value is astronomically small, effectively near zero, suggesting that the likelihood of these messages being independently created without coordination is extremely low.
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Scientific Interpretation:
- Low Probability Events: In statistical terms, when dealing with probabilities that approach zero, it is reasonable to infer that the observed event (in this case, the matching of messages) is unlikely to have occurred without some form of external coordination.
- Bayesian Reasoning: Applying Bayesian logic, the presence of these consistent elements across multiple messages, coupled with a low probability of independent creation, strongly supports the hypothesis of a coordinated effort.
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Final Probability Estimate:
Given the near-zero probability calculated from the quantified data, we can estimate that the probability of these messages being independently created without coordination is effectively less than 0.0000000000000000000000000000000000000000000000000000000000003%. This extremely low probability further strengthens the conclusion that these messages were part of a coordinated effort orchestrated by ARSA.
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Conclusion:
Given the quantified data and the near-zero probability of independent creation, the analysis strongly supports the conclusion that these messages were part of a coordinated effort likely orchestrated by ARSA. The consistency across lexical choices, syntactic structures, stylistic features, and pragmatic strategies, coupled with their timing, reinforces the likelihood of synchronization in this messaging campaign.
The White House United States Senate U.S. House of Representatives US Congress 美国国务院 Human Rights Watch United Nations USAID Rohingya Human Rights Initiative (ROHRIngya) ROHRIngya The Rohingya Post Rohingya Aid & Empowerment Network (RAEN)
#burma #myanmar #rohingya #savetherohingya #humanrights #misinformation #whatshappeninginburma #whatshappeninginmyanmar
Rohingya<>English (OPI/VRI) HIPAA certified Medical, Legal and Social Interpreter/Human Rights Defender/ Refugee Advocate/Translator/Researcher/Writer/ Journalist/ Transcriber/Freelancer/Linguistics/Data Entry
3 个月Do you have enough knowledge about it? Terrorists support terrorists. You are one of them.
Data Analyst practitioner || Being Software Engineer || A forcibly displaced Rohingya
3 个月So you're simply saying AA didn't do it and that ARSA spread lies on social media about that murder? U r seeing only what they want u see. Do u think people are fool to believe such kind of radiculus report. Tell people how much do u get to prove this from AA. If u dare to prove wt u r saying, I as a Data and research professional, challenge u to come on a platform and do a proper research. Come on, what kind of data collection is this? If you're serious about finding out who really committed that mass murder, you need to do unbiased research and analysis. Just focusing on one social media account doesn't cut it. Showing probabilities based on biased sources doesn’t make your research credible. Try doing a thorough investigation and gather data from a wider range of sources.Bro do research with people from the ground. Then come and say ur result loudly. Take the challenge or justify and provide proves
?????? Business Development - International Relations
3 个月This was a very insightful and informative analysis.
Corporate Development | M&A | Deals Origination | Strategic Acquisition
3 个月Insightful! I see the fist time anyone has argued or question on how the mainstream lied via their platforms that many global citizens changed their view on it.