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README.md

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 ---
-language: 
+dataset_info:
+  features:
+  - name: system
+    dtype: string
+  - name: conversations
+    sequence:
+      - name: role
+        dtype: string
+      - name: content
+        dtype: string
+  splits:
+  - name: train
+    num_bytes: 0
+    num_examples: 50   # update if you add more rows later
+  download_size: 0
+  dataset_size: 0
+language:
 - en
 tags:
 - bittensor
 - flock
-- m&a
 - consulting
-- ai-dataset
+- m&a
 license: mit
-datasets:
-- neihtmahp/flock_dataset
-size_categories:
-- 1K<n<10K
-task_categories:
-- text-generation
-pretty_name: "Flock Subnet 96 - M&A Consulting Dataset"
 ---
 
 # Flock Dataset for Subnet 96 (M&A Consulting)

data/dataset_sn96.jsonl

@@ -0,0 +1,50 @@
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are key sales synergy levers for an integration/merger in the consumer goods industry?"}, {"role": "assistant", "content": "- Improving margins by taking the most generous contractual terms (e.g,. customer pricing, shelf life agreements) and move volumes to those contracts\n- Consolidate sale volumes to bring more scale to the (yearly) negotiation table with customers\n- Apply cross selling by offering additional products to existing/new customers"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are integration risks that are often underestimated?"}, {"role": "assistant", "content": "- Missing cross-functional alignment between Finance, HR, Supply Chain, and IT workstreams, that account for cross-functional dependencies (e.g., payroll, month end closure)\n- Not sufficient time to apply user acceptance testing, to sign-off the readiness for operational day 1"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are operational synergy levers to improve EBITDA post-acquisition in manufacturing?"}, {"role": "assistant", "content": "- Improving cost basis by renegotiating costs for direct materials (e.g., raw materials) and indirect materials (e.g., toilet paper, pencils)\n- Improve utilization rate / idle capacity by striving for minimum of 80% utilization rate"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the key priorities for an IT integration?"}, {"role": "assistant", "content": "- Day 1: safeguard continuity and speed. Consider putting an IT transitional service level agreement (TSLA) in place for that and only integrate quick wins. \n- Post Day 1: work on the full IT integration, assessing from applications, infrastructure, cyber, and data perspective. Gradually phase out the IT TSLA."}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the key success factors in a post-merger integration program?"}, {"role": "assistant", "content": "- Central coordination of the program that manages all workstreams, stakeholders, and critical topics/dependencies \n- Monitoring of key milestones on program level and report out the status on weekly basis (red, amber, green, blue)\n- Stakeholder management to agree and align decisions with. Thus creating support in the organization for the change management\n- Outspoken sponsorship and support from the Board. Lots of changes are commonly needed in a PMI program, so the more support, the easier the changes can be pushed in the organization"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should a company prioritize synergy capture during PMI?"}, {"role": "assistant", "content": "- Step 1: identify value creation initiatives \n- Step 2: create project charters for those initiatives, which describes the objectives, activities, milestones, stakeholders, and financial implications/budget required\n- Step 3: prioritize and categorize: e.g., quick wins, medium term, long term. you commonly want to first focus on initiatives that require low budget and are easy to implement"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you define “Day 1 readiness” in a PMI program?"}, {"role": "assistant", "content": "- Day 1 readiness is commonly defined in a Business Readiness Check (BRC) list. \n- In that checklist, key components that contribute to being ready on Day 1 are assessed\n- Think of e.g., organization readiness, process readiness, system readiness, regulatory readiness"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What is the role of a clean team in post-merger integration?"}, {"role": "assistant", "content": "- The clean team has access to sensitive information that is relevant for the transaction/deal \n- This team can start integrating the company before any regulatory approval or closing conditions have been completed"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are typical reasons why post-merger integrations fail?"}, {"role": "assistant", "content": "- Envisaged deal benefits don't materialize (e.g., no sales synergies or cost synergies)\n- merging companies are not collaborating but rather still having internal fights \n- operational issues after merging, driving the companies to focus internally (e.g., fixing IT or financial reporting problems) instead of externally (e.g., how to drive value for customers and partners)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should integration scope be defined in a large-scale merger?"}, {"role": "assistant", "content": "- Start with the integration perimeter - i.e., define the baseline of the perimeter to be integrated\n- Common topics to baseline as (1) employees, (2) contracts, (3) assets, (4) liabilities, (5) permits"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the phases of a standard PMI roadmap?"}, {"role": "assistant", "content": "- (1) mobilization\n- (2) design/planning\n- (3) implementation, including business readiness checks\n- (4) Cut-over and go-live, including hyper care"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What metrics are typically tracked in a PMI dashboard?"}, {"role": "assistant", "content": "- Key milestones to hit \n- Dependencies \n- Status of workstreams (red, amber, green)\n- Risks \n- Selected content topics (e.g., integration status of employees, assets)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the key challenges when carving out IT systems from a parent company?"}, {"role": "assistant", "content": "- Defining the perimiter on data - e.g., what data belongs to the carved-out perimeter\n- migrating the data to a new instance or logically separating the data \n- if required, defining the transitional service level agreement (TSLA) scope and costs"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do Transitional Service Agreements (TSAs) work in a carve-out?"}, {"role": "assistant", "content": "- Define the scope of TSAs required \n- Define service parameters required (e.g., uptime, service support within X hours) \n- Define the TSA costing - e.g., fixed rate, flexible rate, per user, per license\n- Agree on TSA governance post go-live - how will issues be raised and tackled between organizations\n- Agree on TSA phase out timeline"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "Which functions are most difficult to separate during a carve-out?"}, {"role": "assistant", "content": "- Finance (due to complexity with financials, reporting, accounting, and controlling)\n- HR (due to sensitivities with employees, works council negotiations, compensation and benefits)\n- IT (due to the importance of IT as a backbone for the full organization) \n- Sales (due to the conversation and negotiations that are required with customers)\n- Procurement (due to the conversation and negotiations that are required with suppliers)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the risks of underestimating TSA exit costs in carve-outs?"}, {"role": "assistant", "content": "- TSAs cannot be timely exited - extending the time of a TSA period (and thus not your future state)\n- Higher costs for TSAs than budgeted - which drives problems from a budget perspective"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What is a stranded cost, and how should it be managed in a carve-out?"}, {"role": "assistant", "content": "- Stranded costs are common in carve-outs and basically mean costs that cannot be separated in the carve-out and are left with one party \n- E.g., if you have one person that took care of activities for two business units (50% each). If you now carve out that one business unit, the person cannot be split in half. So eventually he will stay with one business unit for his 100%. While he was only needed for 50%, so that means a stranded cost of 50% of his salary. A solution to manage stranded costs is the usage of TSAs to gain time to see how you can best manage those stranded costs"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are typical IT cost synergy opportunities in integrations?"}, {"role": "assistant", "content": "- reducing number of IT licenses\n- negotiating better prices due to larger scale of people that need applications/licenses/cloud usages\n- reducing costs for e.g., cybersecurity due to a larger scale of people\n- labor arbitrage by moving IT helpdesks to lower wage countries"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should leadership roles be decided in a merged organization?"}, {"role": "assistant", "content": "- Based on the envisaged strategy of the company\n- Based on the capabilities and track records of leaders (merit)\n- Based on geographical restrictions/coverages"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What is the impact of retention bonuses in post-merger integrations?"}, {"role": "assistant", "content": "- Key employees can be retained and help to realize the envisaged synergies from the merger\n- Employees can be retained and helping the organization to focus on the value adding activities instead of re-hiring employees"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are typical ERP integration strategies post-merger?"}, {"role": "assistant", "content": "- Greenfield: developing a complete new solution for the merged company (e.g., SAP4Hana)\n- Brownfield: developing new features for an existing ERP solution for the merged company (e.g., new FICO module)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you manage data migration during a carve-out?"}, {"role": "assistant", "content": "- Setup a data governance workstream\n- Baseline data requirements with the business workstreams (e.g., HR, Finance)\n- Gather as-is data and to-be data\n- Create mapping tables between as-is and to-be \n- Create migration files and approach (including timelines)\n- Conduct migrations and go-live of systems (during Cutover)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are antitrust-related risks during integrations?"}, {"role": "assistant", "content": "- Delay of closing if no anti-trust clearance has been received\n- additional measures required to be implemented before closing can happen (e.g., carve-out of a business unit) \n- involvement of a monitoring trustee to oversee the efforts of integration"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do regulatory approvals affect PMI timelines?"}, {"role": "assistant", "content": "- They can impact the closing timelines, so Day 1 cannot happen if anti-trust clearance has been obtained"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What is the role of an Integration Management Office (IMO)?"}, {"role": "assistant", "content": "- The IMO coordinates and dictates the speed and direction of the integration\n- The IMO can be seen as the glue between all the different workstreams that are working on the integration\n- The IMO serves as layer between the workstreams and commonly the board or steering committee\n- The IMO is ultimately responsible to make sure the integration is happening smoothly and on time (e.g., providing templates, managing dependencies, managing risks, hosting information sessions, reporting out on status)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should integration governance be structured?"}, {"role": "assistant", "content": "- Commonly the integration governance works in 3 layers (1) steering committee, (2) integration management office, and (3) workstreams (functional ones like HR, Finance, IT), and cross functional ones like assets, employees)\n- in addition to that, there are dependent stakeholders that need to be incorporated in the governance, e.g., works councils, change management, other programs"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the benefits of using workstream playbooks in PMI?"}, {"role": "assistant", "content": "- Workstreams do not start from scratch and can tap into experiences\n- Workstreams can leverage learnings from similar deals"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should decision-making authority be structured during integration?"}, {"role": "assistant", "content": "- Decision making commonly follows the 3 layers in an integration program. (1) steering committee, (2) integration management office, and (3) workstreams (functional ones like HR, Finance, IT), and cross functional ones like assets, employees)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you structure a Day 1 communications plan in a cross-border merger?"}, {"role": "assistant", "content": "- Define the objectives of the communications plan\n- Define the target audience\n- Define the moments to communicate and timeslots, also accounting for time zones"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How can clean teams accelerate value capture pre-close?"}, {"role": "assistant", "content": "- Clean teams can already identify synergy areas and calculate the most rewarding initiatives and quick wins\n- This basically helps to have teams to directly work on synergies pre-close and help to accelerate capturing synergies post-close"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What is the role of functional integration leads in a PMI program?"}, {"role": "assistant", "content": "- Responsible for successfully coordinating the integration efforts in their functional domain (e.g,. HR)\n- Leads are commonly higher ranked/leveled employees that make decisions and coordinate various teams in their functional domain\n- Leads are commonly the first point of contact for the IMO and Steering committee\n- Leads are commonly responsible for the report outs and deliverables of such stream"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the most common Day 1 execution risks in a carve-out?"}, {"role": "assistant", "content": "- implementing your Day 1 activities without having aligned on dependencies with other workstreams\n- not involving your stakeholders, hence they are not onboard with the change\n- not aligning key decisions with the right stakeholders in the company, hence running into political problems to push through your decisions\n- Not sufficient resources to implement the changes"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How can companies reduce the length and cost of TSAs during separation?"}, {"role": "assistant", "content": "- work with guiding principles that TSAs cannot exceed a duration of 12 months \n- TSA costs need to be vetted with finance workstream and the steering committee - to ensure an extra layer of review by budget owners and leadership"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What role does change management play in successful post-merger integrations?"}, {"role": "assistant", "content": "- Change management is the enabler of change and driver of employee's willingness to support the new direction\n- Change management is the first point of contact for employees to raise their questions and concerns, that can be addressed by the program/project"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How can companies retain key talent during the uncertainty of integration or carve-out?"}, {"role": "assistant", "content": "- Propose retention packages\n- Involve key talent in the integration or carve out project, in important project roles\n- Offer platform and forums to raise concerns and questions, that can be timely addressed in the program"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should companies decide between a “big bang” vs. phased integration approach?"}, {"role": "assistant", "content": "- Account for regulatory requirements and approvals (do you have all approvals in to go for a big bang?) \n– Account for operational readiness from all teams / countries that are part of the integration\n- Account for readiness of works council negotiations (if applicable)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How can leadership balance quick synergy wins with long-term integration goals?"}, {"role": "assistant", "content": "- Leadership should set targets at the start for every year from Day 1 onwards \n- If you set targets for the next year, you force teams to look at quick synergy wins, next to long-term integration goals"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should leadership structure decision rights in the first 100 days post-merger?"}, {"role": "assistant", "content": "- Leadership decisions in the first 100 days post-merger should follow the same process as pre-close, to ensure decisions are taken swiftly and not held back by politics\n- In this way, both parties still have a voice in the strategic direction"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What role does supplier consolidation play in capturing procurement synergies?"}, {"role": "assistant", "content": "- A very important role as it is commonly the key driver of procurement synergies\n- It is vital to quickly identify overlapping suppliers as this is a key driver to start the mapping and synergy exploration activities"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How can integration teams maintain business continuity while executing large-scale IT migrations?"}, {"role": "assistant", "content": "- Have a dedicated project team that is responsible and can take decisions for the full IT spectrum\n- Do not involve members outside of the project team too much. Rather host information sessions to inform them"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are best practices for exiting TSAs earlier than planned?"}, {"role": "assistant", "content": "- Have a TSA governance in place that manages those early TSA exits \n- Ensure that dependencies are mapped for any TSA exists, so all stakeholders are informed \n- Document any early exit properly via a change log"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What communication strategies help reduce employee uncertainty during a carve-out?"}, {"role": "assistant", "content": "- Host coffee sessions to communicate key messages\n- Host monthly sessions to inform employees on the key updates, progress made, risks identified, and outlook\n- Release a frequently asked questions section for employees to gather questions and answers"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you manage overlapping customer accounts between the two salesforces?"}, {"role": "assistant", "content": "- Identify overlapping customers / accounts\n- Define strategy on how to manage them (e.g., which accountmanager manages this account going forward)\n- Define communication plan and area that are for discussion / negotiating during the integration\n- Involve them regularly to keep them informed and also keep them engaged"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What are the risks of salesforce attrition during integration, and how can they be mitigated?"}, {"role": "assistant", "content": "- Communicate early on their involvement in the new organization to mitigate attrition\n- Define retention plans for employees that are not envisaged in the future organization but are needed for a transition phase"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should cross-selling opportunities be identified and prioritized post-merger?"}, {"role": "assistant", "content": "- First identify the product gap between both companies\n- Secondly identify the customer gap between both companies\n- Thirdly map the product gap and customer gap identified with each other\n- Prioritize based on value (the higher the gap the better) and contractual terms (short term contracts are better than long term contracts)"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What role do key account managers play in protecting revenue during PMI?"}, {"role": "assistant", "content": "- Key accountmanagers are the first point of contact to customers and hence key in protecting revenue\n- They should be equipped with all relevant knowledge once the merger or integration is announced\n- They should keep regular contact to update customers and also as source of any concerns / risks for the going concern"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How should workforce redundancies be handled to minimize disruption and legal risks?"}, {"role": "assistant", "content": "- companies need to first define the key talents, to focus their efforts on minimizing impact and redundancies on those\n- after that, in case of redundancies, the impacted people should be informed and mitigation plans for each position should be drafted (e.g., re-hire, cover the work in other areas) \n- Lastly, companies should always get advise from labor law lawyers to make sure they manage it within boundaries and face limited legal risks"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you ensure compliance with labor laws in multi-country integrations?"}, {"role": "assistant", "content": "- Involve labor law lawyers - there is no one size fits all solution and requires tailored and specific solutions for each country"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "What KPIs should HR track to measure success of people integration?"}, {"role": "assistant", "content": "- retention metrics\n- satisfaction survey results \n- sickness metrics"}]}
+{"system": "You are a helpful M&A consultant. Keep answers concise, structured, and practical.", "conversations": [{"role": "user", "content": "How do you align compensation structures between two merging organizations?"}, {"role": "assistant", "content": "Pre-day 1: there is no change to those compensation structures. These can only be effective as of closing/Day 1\n- Post Day 1: make a gap assessment of those compensation structures and propose a target structure. That will need to be discussed with works councils/unions"}]}