Search our database and find Healthcare companies in Ghana based on your preferred criteria. Get key company details, track changes, and gain actionable insights to drive business growth or investment decisions.
Get to know our data at a glance with this sample company profile. We cover everything you need to know about Ghana Healthcare companies.
Available data points
Metadata
company_id
5050717
source_id
5066818
unique_domain
1
unique_website
1
last_updated_at
2025-04-05
created_at
2016-06-23
description
mPharma's mission is to increase patient access to high quality medications. Through our drug benefits service, we offer a number of solutions to health insurance companies and pharmaceutical companies to make it easier for patients to afford their medications.
type
Privately Held
industry_group_1
Healthcare
Firmographics
company_name
mPharma
company_legal_name
mPharma Data, Inc.
is_b2b
1
industry
Hospitals and Health Care
founded_year
2014
size_range
501-1000 employees
employees_count
483
Locations
hq_country
Ghana
hq_country_iso2
GH
hq_country_iso3
GHA
hq_location
Accra, Ghana
hq_full_address
*******
Follower counts & changes
followers_count_professional_network
21470
followers_count_owler
57
Funding
last_funding_round_name
Series D - mPharma
last_funding_round_announced_date
2022-01-05
last_funding_round_amount_raised
30000000
last_funding_round_amount_raised_currency
$
last_funding_round_num_investors
8
Acquisitions
num_acquisitions_source_2
3
Technographics
num_technologies_used
22
Company websites and social media
website
https://www.mpharma.com
professional_network_url
https://www.professional-network.com/company/mpharma
financial_website_url
https://www.financial-website.com/organization/mpharma
Website traffic
total_website_visits_monthly
3900
visits_change_monthly
6.52
rank_global
4374134
rank_country
14371
rank_category
24636
bounce_rate
52.23
pages_per_visit
1.72
average_visit_duration_seconds
47
Employee review score & changes
company_employee_reviews_count
121
company_employee_reviews_aggregate_score
3.7
Workforce trends
active_job_postings_count
20
JSON data sample
{ "company_id": 5050717, "source_id": "5066818", "company_name": "mPharma", "company_name_alias": [ "mpharma", "mpharma data, inc." ], "company_legal_name": "mPharma Data, Inc.", "company_logo": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoMDAsK\r\nCwsNDhIQDQ4RDgsLEBYQERMUFRUVDA8XGBYUGBIUFRT/2wBDAQMEBAUEBQkFBQkUDQsNFBQUFBQU\r\nFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBT/wAARCAAyADIDASIA\r\nAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQA\r\nAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3\r\nODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWm\r\np6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEA\r\nAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSEx\r\nBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElK\r\nU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3\r\nuLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD9U6KK\r\nq3OpWlnIkc9zDDI/KrJIFLfTJ5qJ1IU1zTdl5jScnZFqisDxj4lXw54cuL9CryYCQjqGc9Pw7/hX\r\nPfCbxdNrthcWV7K015bHeJHOWdCe/wBDx9CK+drcQYKhm1LJ5y/e1IuS7abL1aTa9PNHdDBVZ4aW\r\nKS92Lt/Xpp956BRVT+1bP7Qtv9qg89jgReau4n6ZzVuvoYVIVL8jTt2OFprdBRRRWggrhPi74bbW\r\nfD63kKb57EmTGOTGR8/5YB/A13deK/E3WPEN/eSW0tldWWlISEVVJWX/AGmZcg/TtX59x1jMNhsk\r\nrUsVSlUVRcqUVs9027NKzs9fkme3k9KpUxcJU5KPLrr+VutzwL4hfEGbStNsm0bV4Lhbe6DXFkk4\r\ndXUqRyoPr3HTNU/DPxTm1XxfdSf2guk6HHbGPZJKI/NYlcbj35B46YFcr8RPD9tc+JLm20PR5I3t\r\nlMt5OmREpxuIA6LgdfU8AVzWgaWqPaalqOmT3uiPKY5HhLDaRjOSvpnOD1Hev5ioYWi8NGV3zWsn\r\npzJPpvvvbyZ/UGGyvATwF2vea7R5ve12vZvR8t9bH2z8EtEj1S8fXlaOa0iBjglQhldzwxBHoOPq\r\na9pr5t8Az6t4cmt08O2crW6gAWsMTGF19CBwPr1r6KsbiS6s4ZZoGtZXQM0LkEoe4yOK/ffDPGYW\r\neVPB0KUoSg25OS0k31Ttbayturddz+b+IqU44t1HJOL0XdJdGv6RYooor9hPlApMUtFAHztqvh6+\r\n8UeM9XsbeA3DyXUok3fcVSxBLHsMVm6h8KZPhXYRWFuHn0wZKXePvMTkhvQ/zAFfStvZwWrStDEk\r\nTSsXcooG5vU+pp1xbxXULwzRrLE4wyOMhh6EV+IVfDDC18NXVSu/bVJOSl9lauy5b676u9+1tn9n\r\nDiavTcacY/u1a8e7Stf5a29Sh4Y3Hw5pZf732WLP/fArTpkUSwxqiKFRQFVQOAB0FPr9nw1J0KMK\r\nTd+VJfcrHx85c83LuFFFFdBAUUUUAFFFFABRRRQAUUUUAf/Z", "website": "https://www.mpharma.com", "professional_network_url": "https://www.professional-network.com/company/mpharma", "twitter_url": [ "https://www.twitter.com/mpharmahealth", "https://www.twitter.com/mpharmahealth?ref_src=twsrc%5egoogle%7ctwcamp%5eserp%7ctwgr%5eauthor" ], "discord_url": [], "facebook_url": [ "https://www.facebook.com/mpharmagh" ], "instagram_url": [], "pinterest_url": [], "tiktok_url": [], "youtube_url": [], "github_url": [], "reddit_url": [], "financial_website_url": "https://www.financial-website.com/organization/mpharma", "stock_ticker": [], "is_b2b": 1, "industry": "Hospitals and Health Care", "sic_codes": [ "51", "512" ], "naics_codes": [ "44", "4461" ], "categories_and_keywords": [ "healthcare", "finance > finance - other", "digital healthcare", "hospitals", "inventory management", "medicines", "financing", "affordable", "health", "retail", "distribution", "pharmacy", "health care", "hospital", "pharmaceutical" ], "description": "mPharma's mission is to increase patient access to high quality medications. Through our drug benefits service, we offer a number of solutions to health insurance companies and pharmaceutical companies to make it easier for patients to afford their medications.", "description_enriched": "mPharma is a company that improves access to medicines by providing innovative financing and inventory management solutions to hospitals, pharmacies, and patients. They aim to achieve lower prices by aggregating and predicting demand across their network of providers. They have won the Skoll award for their innovation and have a collaborative approach to achieving impact across Africa.", "description_metadata_raw": "", "type": "Privately Held", "status": { "value": "active", "comment": "Independent Company" }, "founded_year": "2014", "size_range": "501-1000 employees", "employees_count": 483, "followers_count_professional_network": 21470, "followers_count_twitter": null, "followers_count_owler": 57, "hq_region": [ "Africa", "Sub-Saharan Africa", "Western Africa", "EMEA" ], "hq_country": "Ghana", "hq_country_iso2": "GH", "hq_country_iso3": "GHA", "hq_location": "Accra, Ghana", "hq_full_address": "*******", "hq_city": null, "hq_state": null, "hq_street": null, "hq_zipcode": null, "company_locations_full": [ { "location_address": "*******", "is_primary": 1 }, { "location_address": "*******", "is_primary": 0 }, { "location_address": "*******", "is_primary": 0 }, { "location_address": "*******", "is_primary": 0 }, { "location_address": "*******", "is_primary": 0 }, { "location_address": "*******", "is_primary": 0 } ], "is_public": 0, "ipo_date": null, "ipo_share_price": null, "ipo_share_price_currency": null, "revenue_annual_range": { "source_4_annual_revenue_range": null, "source_6_annual_revenue_range": { "annual_revenue_range_from": 15000000, "annual_revenue_range_to": 25000000, "annual_revenue_range_currency": "$" } }, "revenue_annual": { "source_5_annual_revenue": { "annual_revenue": 20000000, "annual_revenue_currency": "$" }, "source_1_annual_revenue": null }, "revenue_quarterly": null, "income_statements": [], "stock_information": [], "last_funding_round_name": "Series D - mPharma", "last_funding_round_announced_date": "2022-01-05", "last_funding_round_lead_investors": [ "JAM Fund" ], "last_funding_round_amount_raised": 30000000, "last_funding_round_amount_raised_currency": "$", "last_funding_round_num_investors": 8, "funding_rounds": [ { "name": "Series D - mPharma", "announced_date": "2022-01-05", "lead_investors": [ "********" ], "amount_raised": 30000000, "amount_raised_currency": "$", "num_investors": 8 }, { "name": "Debt Financing - mPharma", "announced_date": "2022-01-05", "lead_investors": [ "********" ], "amount_raised": 5000000, "amount_raised_currency": "$", "num_investors": 1 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 17000000, "amount_raised_currency": "$", "num_investors": 8 }, { "name": "Grant - mPharma", "announced_date": "2019-04-02", "lead_investors": [ "********" ], "amount_raised": 1500000, "amount_raised_currency": "$", "num_investors": 1 }, { "name": "Series A - mPharma", "announced_date": "2017-11-23", "lead_investors": [ "********" ], "amount_raised": 6600000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Seed Round - mPharma", "announced_date": "2016-01-28", "lead_investors": [ "********" ], "amount_raised": 5000000, "amount_raised_currency": "$", "num_investors": 3 }, { "name": "Funding Round - mPharma", "announced_date": "2022-01-05", "lead_investors": [ "********" ], "amount_raised": 30000000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 17000000, "amount_raised_currency": "$", "num_investors": 10 }, { "name": "Series D - mPharma", "announced_date": "2022-01-05", "lead_investors": [ "********" ], "amount_raised": 30000000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 18520000, "amount_raised_currency": "$", "num_investors": 13 }, { "name": "Venture Round - mPharma", "announced_date": "2020-01-21", "lead_investors": [], "amount_raised": 13207295, "amount_raised_currency": "$", "num_investors": null }, { "name": "Venture Round - mPharma", "announced_date": "2019-06-01", "lead_investors": [], "amount_raised": null, "amount_raised_currency": null, "num_investors": 1 }, { "name": "Series B - mPharma", "announced_date": "2019-01-10", "lead_investors": [ "********" ], "amount_raised": 9729000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Series A - mPharma", "announced_date": "2017-11-23", "lead_investors": [ "********", "********" ], "amount_raised": 6600000, "amount_raised_currency": "$", "num_investors": 8 }, { "name": "Seed Round - mPharma", "announced_date": "2016-01-01", "lead_investors": [], "amount_raised": 200000, "amount_raised_currency": "$", "num_investors": 1 }, { "name": "Seed Round - mPharma", "announced_date": "2016-01-28", "lead_investors": [ "********" ], "amount_raised": 5000000, "amount_raised_currency": "$", "num_investors": 4 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 17000000, "amount_raised_currency": "$", "num_investors": 9 }, { "name": "Series B - mPharma", "announced_date": "2019-01-10", "lead_investors": [], "amount_raised": 9729000, "amount_raised_currency": "$", "num_investors": 4 }, { "name": "Series B - mPharma", "announced_date": "2019-01-10", "lead_investors": [], "amount_raised": 9729000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 18520000, "amount_raised_currency": "$", "num_investors": 13 }, { "name": "Venture Round - mPharma", "announced_date": "2020-01-21", "lead_investors": [], "amount_raised": 13207295, "amount_raised_currency": "$", "num_investors": 1 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 17000000, "amount_raised_currency": "$", "num_investors": 7 }, { "name": "Series A - mPharma", "announced_date": "2017-11-23", "lead_investors": [ "********" ], "amount_raised": 6600000, "amount_raised_currency": "$", "num_investors": 6 }, { "name": "Series C - mPharma", "announced_date": "2020-05-26", "lead_investors": [ "********" ], "amount_raised": 17000000, "amount_raised_currency": "$", "num_investors": 6 }, { "name": "Grant - mPharma", "announced_date": "2019-04-02", "lead_investors": [ "********" ], "amount_raised": 1500000, "amount_raised_currency": "$", "num_investors": 1 }, { "name": "Series A - mPharma", "announced_date": "2017-11-23", "lead_investors": [ "********" ], "amount_raised": 6600000, "amount_raised_currency": "$", "num_investors": 5 } ], "ownership_status": "Private", "parent_company_information": null, "acquired_by_summary": null, "num_acquisitions_source_1": null, "acquisition_list_source_1": [], "num_acquisitions_source_2": 3, "acquisition_list_source_2": [ { "acquiree_name": "HealthPlus", "announced_date": "2022-09-15", "price": null, "currency": null }, { "acquiree_name": "Vine Pharmaceuticals", "announced_date": "2021-10-26", "price": null, "currency": null }, { "acquiree_name": "Haltons Limited", "announced_date": "2019-03-28", "price": null, "currency": null } ], "num_acquisitions_source_5": 3, "acquisition_list_source_5": [ { "acquiree_name": "HealthPlus Limited", "announced_date": "2022-09-01", "price": null, "currency": null }, { "acquiree_name": "Vine Pharmaceuticals", "announced_date": "2021-10-01", "price": null, "currency": null }, { "acquiree_name": "Haltons Pharmacy", "announced_date": "2019-03-01", "price": "5000000.0", "currency": "$" } ], "competitors": [ { "company_name": "goodrx", "similarity_score": 25799 }, { "company_name": "blink health", "similarity_score": 14810 }, { "company_name": "sempre health", "similarity_score": 14024 }, { "company_name": "groupe hebert ferlatte pharmaciens", "similarity_score": null }, { "company_name": "everwell specialty pharmacy", "similarity_score": null }, { "company_name": "keycentrix", "similarity_score": 100000 }, { "company_name": "ghx", "similarity_score": 71095 }, { "company_name": "lowestmed", "similarity_score": 13106 }, { "company_name": "ashtons hospital pharmacy services", "similarity_score": null }, { "company_name": "health advance", "similarity_score": null }, { "company_name": "suiterx", "similarity_score": 88722 } ], "competitors_websites": [ { "website": "moneyweb.co.za", "similarity_score": 100, "total_website_visits_monthly": 3300000, "category": "Finance > Finance - Other", "rank_category": 313 }, { "website": "healthplusnigeria.com", "similarity_score": 40, "total_website_visits_monthly": 44000, "category": "Health > Health Conditions and Concerns", "rank_category": 1368 }, { "website": "pharma-westafrica.com", "similarity_score": 40, "total_website_visits_monthly": 4700, "category": "N/A", "rank_category": 0 }, { "website": "techbuild.africa", "similarity_score": 34, "total_website_visits_monthly": 10800, "category": "Computers Electronics and Technology > Computers Electronics and Technology - Other", "rank_category": 43445 } ], "company_phone_numbers": [ "********" ], "company_emails": [ "****@mpharma.com" ], "pricing_available": 0, "free_trial_available": 0, "demo_available": 0, "is_downloadable": 0, "mobile_apps_exist": 0, "online_reviews_exist": 0, "documentation_exist": 0, "product_reviews_count": null, "product_reviews_aggregate_score": null, "product_reviews_score_distribution": null, "product_pricing_summary": [], "num_news_articles": 0, "news_articles": [], "num_technologies_used": 22, "technologies_used": [ { "technology": "amazon redshift", "first_verified_at": "2024-07-09", "last_verified_at": "2025-01-28" }, { "technology": "salesforce", "first_verified_at": "2024-07-29", "last_verified_at": "2025-02-20" }, { "technology": "microsoft", "first_verified_at": "2024-04-04", "last_verified_at": "2025-03-31" }, { "technology": "box", "first_verified_at": "2025-02-24", "last_verified_at": "2025-03-31" }, { "technology": "microsoft excel", "first_verified_at": "2025-02-20", "last_verified_at": "2025-03-31" }, { "technology": "segment", "first_verified_at": "2024-07-22", "last_verified_at": "2024-08-12" }, { "technology": "google sheets", "first_verified_at": "2024-05-20", "last_verified_at": "2024-08-26" }, { "technology": "impact", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "well", "first_verified_at": "2024-04-04", "last_verified_at": "2025-03-31" }, { "technology": "materialize", "first_verified_at": "2024-07-09", "last_verified_at": "2025-01-28" }, { "technology": "mix", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "ups", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "apache", "first_verified_at": "2024-07-29", "last_verified_at": "2024-08-26" }, { "technology": "c", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "linkedin", "first_verified_at": "2024-05-13", "last_verified_at": "2025-03-31" }, { "technology": "amp", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "kubernetes", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" }, { "technology": "microsoft office", "first_verified_at": "2025-02-24", "last_verified_at": "2025-03-31" }, { "technology": "python", "first_verified_at": "2024-05-20", "last_verified_at": "2024-12-09" }, { "technology": "nielsen", "first_verified_at": "2025-02-24", "last_verified_at": "2025-03-31" }, { "technology": "hashicorp", "first_verified_at": "2024-05-20", "last_verified_at": "2024-12-16" }, { "technology": "g suite", "first_verified_at": "2024-05-20", "last_verified_at": "2025-03-31" } ], "total_website_visits_monthly": 3900, "visits_change_monthly": 6.52, "rank_global": 4374134, "rank_country": 14371, "rank_category": 24636, "visits_breakdown_by_country": [], "visits_breakdown_by_gender": { "male_percentage": 0, "female_percentage": 0 }, "visits_breakdown_by_age": { "age_18_24_percentage": 0, "age_25_34_percentage": 0, "age_35_44_percentage": 0, "age_45_54_percentage": 0, "age_55_64_percentage": 0, "age_65_plus_percentage": 0 }, "bounce_rate": 52.23, "pages_per_visit": 1.72, "average_visit_duration_seconds": 47, "similarly_ranked_websites": [ "orbitchain.io", "shop17go.com.tw", "mpharma.com", "globe.com.bd", "techcityuk.com", "moneyweb.co.za", "healthplusnigeria.com", "techbuild.africa", "pharma-westafrica.com", "mpharma.com" ], "top_topics": [], "company_employee_reviews_count": 121, "company_employee_reviews_aggregate_score": 3.7, "employee_reviews_score_breakdown": { "business_outlook": 0.67, "career_opportunities": 3.4, "ceo_approval": -1, "compensation_benefits": 2.8, "culture_values": 3.6, "diversity_inclusion": 4.2, "recommend": 0.77, "senior_management": 3.3, "work_life_balance": 3.8 }, "employee_reviews_score_distribution": { "1": 2, "2": 5, "3": 15, "4": 22, "5": 14 }, "active_job_postings_count": 20, "active_job_postings_titles": [ "Sales Associate", "Diagnostics Sales Associate", 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"work_life_balance_score": 3.4, "date": "2024-03" }, { "work_life_balance_score": 3.5, "date": "2024-04" }, { "work_life_balance_score": 3.5, "date": "2024-11" }, { "work_life_balance_score": 3.3, "date": "2023-12" }, { "work_life_balance_score": 3.3, "date": "2024-01" }, { "work_life_balance_score": 3.6, "date": "2024-12" }, { "work_life_balance_score": 3.3, "date": "2023-06" }, { "work_life_balance_score": 3.5, "date": "2023-07" }, { "work_life_balance_score": 3.1, "date": "2023-03" }, { "work_life_balance_score": 3.4, "date": "2023-11" }, { "work_life_balance_score": 3.5, "date": "2024-09" }, { "work_life_balance_score": 3.1, "date": "2022-07" }, { "work_life_balance_score": 3.2, "date": "2022-10" }, { "work_life_balance_score": 3.5, "date": "2023-10" }, { "work_life_balance_score": 3.6, "date": "2025-01" }, { "work_life_balance_score": 3.2, "date": "2024-02" }, { "work_life_balance_score": 3.6, "date": "2024-08" }, { "work_life_balance_score": 3.7, "date": "2025-02" }, { "work_life_balance_score": 3.5, "date": "2024-05" }, { "work_life_balance_score": 3.5, "date": "2024-07" }, { "work_life_balance_score": 3.1, "date": "2022-12" }, { "work_life_balance_score": 3.2, "date": "2022-08" }, { "work_life_balance_score": 3.8, "date": "2025-04" }, { "work_life_balance_score": 3.6, "date": "2024-06" }, { "work_life_balance_score": 3.1, "date": "2022-06" }, { "work_life_balance_score": 3.1, "date": "2022-09" }, { "work_life_balance_score": 3.2, "date": "2022-11" }, { "work_life_balance_score": 3, "date": "2023-01" }, { "work_life_balance_score": 3, "date": "2023-02" }, { "work_life_balance_score": 3.5, "date": "2023-08" }, { "work_life_balance_score": 3.5, "date": "2023-09" } ], "expired_domain": 0, "unique_domain": 1, "unique_website": 1, "last_updated_at": "2025-04-05", "created_at": "2016-06-23", "industry_group_1": "Healthcare", "industry_group_2": null }
Your data must have high quality if you want to turn it into valuable insights. Arm yourself with the latest intel that will paint the big picture about emerging Healthcare industry trends and tell you granular, company-level stories.
Each Ghana Healthcare company profile, collected and enriched by Coresignal, includes:
Combined, these data points create the most comprehensive Healthcare companies in Ghana database. With 500+ data points for analysis, you can be sure to find the answer to any question about the industry.
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With over 471 company profiles, you can easily access detailed information to analyze the market, conduct competitive analysis, and qualify sales leads.
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Coresignal is a public web data vendor that delivers fresh data about companies, professionals, and jobs for 500+ leading companies in market research, venture capital investment, HR tech, sales, and marketing industries. Founded in 2016, the company is known for its high-quality, fresh data and professional service. Coresignal is a member of the Ethical Web Data Collection Initiative and supports academic institutions with data for research.
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